{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 《悲惨世界》人物关系-Node2Vec图嵌入\n",
    "\n",
    "## 参考资料\n",
    "\n",
    "Elior Cohen代码：https://github.com/eliorc/node2vec\n",
    "\n",
    "Elior Cohen代码博客：https://maelfabien.github.io/machinelearning/graph_5/#graph-embedding\n",
    "\n",
    "同济子豪兄：https://space.bilibili.com/1900783\n",
    "\n",
    "2022-6-29"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 安装工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install node2vec networkx numpy matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx # 图数据挖掘\n",
    "import numpy as np # 数据分析\n",
    "import random # 随机数\n",
    "\n",
    "# 数据可视化\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']  # 用来正常显示中文标签  \n",
    "plt.rcParams['axes.unicode_minus']=False  # 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 空手道俱乐部数据集\n",
    "# G = nx.karate_club_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 《悲惨世界》人物数据集\n",
    "G = nx.les_miserables_graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "NodeView(('Napoleon', 'Myriel', 'MlleBaptistine', 'MmeMagloire', 'CountessDeLo', 'Geborand', 'Champtercier', 'Cravatte', 'Count', 'OldMan', 'Valjean', 'Labarre', 'Marguerite', 'MmeDeR', 'Isabeau', 'Gervais', 'Listolier', 'Tholomyes', 'Fameuil', 'Blacheville', 'Favourite', 'Dahlia', 'Zephine', 'Fantine', 'MmeThenardier', 'Thenardier', 'Cosette', 'Javert', 'Fauchelevent', 'Bamatabois', 'Perpetue', 'Simplice', 'Scaufflaire', 'Woman1', 'Judge', 'Champmathieu', 'Brevet', 'Chenildieu', 'Cochepaille', 'Pontmercy', 'Boulatruelle', 'Eponine', 'Anzelma', 'Woman2', 'MotherInnocent', 'Gribier', 'MmeBurgon', 'Jondrette', 'Gavroche', 'Gillenormand', 'Magnon', 'MlleGillenormand', 'MmePontmercy', 'MlleVaubois', 'LtGillenormand', 'Marius', 'BaronessT', 'Mabeuf', 'Enjolras', 'Combeferre', 'Prouvaire', 'Feuilly', 'Courfeyrac', 'Bahorel', 'Bossuet', 'Joly', 'Grantaire', 'MotherPlutarch', 'Gueulemer', 'Babet', 'Claquesous', 'Montparnasse', 'Toussaint', 'Child1', 'Child2', 'Brujon', 'MmeHucheloup'))"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "77"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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msqJ/44fvv6ZRo0Y8+fhj2PJzOLHwCWLeuw9rXg4AeafiyEs4SMwHwzn14yfYrOdv9moAVm6LJSIigq5duxY5d+DAAbp06UJQUBADBw4kKysLKCjhGT16NDNnziQ4OJj9+/df0esklY8SIyIici5KjIiIiFQwkZGRtG3blsGDB7Ny5Ur7cQ8XJ5ydiv/V71a7FdmH/sSckYLNnEfG9rXkp8RicPXAkpHMqR/nUa37eACsmck8dO+dvP/++zTuNQqDsxvBo98j5IllGF3csFnMpG1ehsk3kFoPf0Z+8nEyt/9w3lhzzNYipTlnGzFiBFOmTOHEiRN4e3szd+5c+7l169Zx5MgRtm3bRoMGDa70pZJKJC4ujqNHj9KpUydHhyIiItcYldKIiIhUMIMGDWLRokXUqFGDoUOH4uXlRXR0NP7erhw/x3iXgFCqdB5KwueTsWZn4lqzMS6B9bDZbDj7h2LJ3smpH+fhElgfn1bdeKT39VT3cmXGyt+K3Ss/JRaMThjdvDGYXPC+rjeZO9fj3bb3eeNN///SnLNlZGSwdetWRo0aBYDZbMbV9Z9yG19fXz744AOMRn3HI5cmPDycnj17YjLp7a+IiBSlvxlERETKsdGjRzN69Ogix0JDQ9m1a5f951mzZgHw6y8/M+7zP/n6dALZh//CrU4rguq0AsC7dQ+8W/cg9Zel9usMBgMBA6dis1rIjYki59gOzmxdiS3nFfBypd3td/PbV3OKxWR0diNo2BuFN7noM/i4ORc7ZrPZcHNzIyEhAYDc3Fx7KQ1Ahw4dlBSRyxIWFsagQYMcHYaIiFyD9I5CRESkEnm0a4NzltOcjzUvh/hPxuPsV5ugrsPwq+LNwYMFO8k0CfLB5OmDOS0Rm82KJTsd5+q1wJJP9uG/Cspy/g7HvX77897fzWSkSbB3seM+Pj40b96cRYsWAfD0008zffr0y3xakQK5ubls3LiRO+64w9GhiIjINUgrRkRERCqR1iG+9G0VzLzvf+VYdH/78apdR+Nzfb9i440ubni3v4sTCx7H3cnGoP79uP766wEY1K4W028ZQWLYLGy5WVTr+QiezW7Br/9zpIS/jyXzFJ5Nb8arzfk/jNqAQW1rsevPmGLnlixZwtixY5k8eTIdOnRg6dKlxW8gcgk2bdpE8+bN8fPzc3QoIiJyDTLYbLYr3GRPREREyqv312zn7Z8OY3R2veBuuwYDuDgZyP51Ce9NuIf+/f9JpuzcuZN7P/iRnGoN4QrKWgwG6NkskDnDz7+iRKQkPPHEEwQEBDBlyhRHhyIiItcgldKIiIhUQhHzXuEuz0Pc3iwAmzkPF6eivUBcjOBqMtKzWSBfje/EN29NYty4cfz999+kp6fz5JNP0r17dwa39MXN9coWoLqZnHikq3aUkdJls9lYvXo1ffr0cXQoIiJyjVIpjYiISCXz/fffs3v3bpYtW8Yff/zB7x/M5JGZi/l191F+/PlXqnm5cWPTOrwx/m6qe/3/TjC12vHxxx9z++23YzKZuPPOO4mKisLf35+GkUd5+bvd5Nsu3mi1kLuzkSm9m9Cqlm/pPKTI/9u/fz95eXm0atXK0aGIiMg1SitGREREKpEzZ84wYcIEPvroI9zc3Fi1ahV39+rO+C71ebxDFbJ/mEXr7B34Jvz5T1IE2Lt3Lx9//DHOzs72rXL9/f0BuNHfQuYvi3F1uvgmNAYDuDs7MaV3U4Z3DC3FJxUpEBYWRu/evTFcwg5JIiJSOSkxIiIiUolMnz6dzp070717d2w2G6tWraJfv4Kmq0ajEaPRSPXq1dm9ezdQkEh59tlnufnmm+nXrx/Hjx+nQ4cOjBo1CqvVSl5eHkOHDuXZQZ356qHO9GgWiM2chy0/t8i8zmeV5qwY11FJESkzYWFh3HnnnY4OQ0RErmEqpREREakkdu/ezfz589m1axcA+/btIycnh+uuuw4Ag8GA0WikSpUqREVF8c033zBx4kRuuukmdu3aRXBwMADz5s2jW7duvPjii+Tl5REQEMDjjz+OwWBg8g1VWPn0QDxbduO62/pSPagWh/dFUcV6hvnPPVBkFYpIaUtLS+PPP/+kW7dujg5FRESuYUqMiIiIVAJWq5WHH36YV155haCgIAC+++477rrrLnuJQeGKkYyMDOLj43n22WdZuHAht956a5F7ubq68s0339CqVStyc3PZv3+//R4bN24kuJo3Z6I3MuHpYXTrdj0bNmQwZcoUqr/+aNk+tFR669evp3Pnznh6ejo6FBERuYaplEZERKQSWLhwIXl5eYwbN85+bNWqVdx11132n3Nzczlz5gxz584lKCiIefPmFUuKFLJarZjNZmw2G9HR0fbjGzduxNnZmfz8fAIDAwHo1KkTu3fvJj09vZSeTuTcVq9erTIaERG5KIPNZrM5OggRERG5OsmZuaz8K5Z9Cemk55jxcTPRJMiHe9rVwpaTQfPmzVm7dq29bCYxMZHGjRuTmJiIq6sr4eHhjB8/nuTkZPr374+Liws33XQTDzzwQLG5rFYrvXr14vrrr+emm27i/vvvZ8uWLYSGhhIcHIybmxupqakcOHDA3qC1W7duPPnkk9fslqkXev1U/lM+Wa1WgoODiYyMpG7duo4OR0RErmEqpRERESnHdsSkMjviIJuikwDINVvt59xMCcz6MRrvzBh6DXvInhSBgm/Se/ToQUJCAhMnTmT37t1MnTqV6dOnY7Vaad68ub0B67+9/fbbZGZmMm3aNEwmE88//zx9+/bls88+w83NjYSEBCwWC9WrV7dfc9ttt7Fhw4ZrLjFyKa9f18b+PHJLA1qH+DooSrkSf/75J9WrV1dSRERELkqlNCIiIuXUksijDJkXyfq9ieSarUU+1APk/P+xJJdgIj07siTyqP3ct99+i8FgoG3btrRt25Zdu3bRpUsXDAYD6enpNG/enKioqGJzbt26lbfeeotly5ZhMhV8v/LYY49xyy23cP/999OyZUvq1KmDv78/RuM/bzMKEyPXkkt9/dbtSWTIvMgir59c+8LCwq65RJyIiFyblBgREREph5ZEHmVG+F6y8y1crCjWYDSSY7YyI3wvSyKPEh4eTnh4OKdPn+aPP/7ghRdewM3NDaPRaE+MtGjRolhiJD09naFDh/LRRx9Rp06df+5vMPDee++RnJzM0aNHqV27tr2/SKH27dtz5MgRkpOTS+T5Fy5ciKurK9WrVyc4OJg33njjsq6/nNfPZoPsfIv99ZPyQdv0iojIpVJiRERExIH++usv/Pz87P9zcXFh0aJFF7xmR0wqM8L3kZ1fsMIh59hOEpY+e97xZ/Zs4tS6OWTnW3nxmx2MmTyNZs2a8cMPP1CvXj37OIPBYE+MhISEkJmZyalTpwCw2Ww8/PDDdO/enUGDBhWbw2g0kp+fT2xsLGlpacUSI87Oztx8881s3Ljxkl+bi+nfvz8pKSns2LGDBQsWEBkZeUnX/fv1u1TZ+VZmhO+z78Aj164TJ05w6NAhOnXq5OhQRESkHFBiRERExIHatWtHcnIyycnJREdH4+fnx+23337Ba2ZHHCTHbLnkOTyb3UK1Hg8BYDU6UavHWMaOHVvsA37hipG0tDQMBkORcppFixaxY8cOZs2adc45du/eTfXq1Wnbti27d+/GYikeX2mV0wQEBHDnnXeyadOmSxp/ua/f2a70Oilb4eHh9OjRA2dnZ0eHIiIi5YASIyIiIteI119/nREjRlCjRo3zjknOzGVTdNJFyz/Oz0CScwBdbu9d7ExhT5DCbXULEyP79+9n8uTJfPHFF3h4eJzzrhs3buTWW2/l6NGj9O3bly1btrBv374iY0q7z4jRaGTBggU0aNCAmjVrMm/ePPu5rl27snLlSnr3uYslL4zFZoPMnT+SsORp4j+bQMwHw8nYvtY+PnPneuLmPEjshyPtx09vmM/xd+8DoHp1Pxo3bgzA0aNHCQ0NtV87bdo0pk2bBhT0ZGnbti1BQUGMGzcObQZYNlRGIyIil0OJERERkWtAXFwcS5cu5dlnC0pizvUBf+HChXS8sTPH5j1W7IM8wKmfPiVm1mASljyDNT/Xfjxz548kr/5npYcBaNeiMcuXL6dmzZrUq1ePqKgoDAYD+fn5pKamEhQUxNatW/nzzz8ZMmQI06dPp0WLFueNf+PGjXTq1In4+HgCAwPp27cvffv2JSUlxT6mVatWpKSkEBsbWxIvmV1cXByrV6+mU6dOvP322/z5559s376dadOmkZiYaB/3/PPPU6fTndS45wX7sbykowQMmErwyHdI3bQYc3oSeUnHSN/6DcGjZxE85gPSNi/DcuY0VW8bS8gTywB47Zvf2b9//wXjysvLY9iwYSxcuJDY2FgOHz7Mt99+W6LPLsXl5uayYcMGevXq5ehQRESknFBiRERE5Brw8ssvM2HCBKpWrUpUVNR5P+DHHNqPX/8pRT7IA+TG78fk40+tCUuw5p4h5/Bf55/M5AIUfKt+9OhRbr/9dubOnYvRaCQ5ORlXV1cOHjxIUFAQK1eupG7dujz00EPnvZ3FYuHnn38mODiYhg0bkpSURN++fRkwYAADBgwgLy8PKFjRcVP3Xrzy1W9MXPE3Yxb9wcQVfzNn0yFSMnPPe//zWbVqFUFBQXTp0oUnnniCbdu2ceTIEZo0aULLli3JzMwskrwYM2YMrvU7YDa524+51WmNyTcQU5UAXGs0Ji/hIDnHdmJOSyRu3kPEz38Ua34O+SlxRebedyLjvHEVrgrZv38/R48epUePHtSqVYtt27axZ8+ey35OuTy//PILTZs2xd/f39GhiIhIOWFydAAiIiKVXXR0NGvWrLF/iN+wYYP9Az5Adna2/VxQs/YYfAsamxZ+kDe6euLkUQXv9ndhMBhwCayHNTfrovO+9NJLODs707FjRzZt2sSZM2fIy8vDaDRSr149srOzyczM5NNPP71gw9EdO3YQGBjIyZMnadasGYmJiQQGBvL6668zcOBAHn74YSZMm8lHEYfYVXcw1gQLtpPx9uvdTAnM+jGaro39eeSWBrQO8b2k161fv3588cUX9p/ff/99Ro4cyccffwxAamoqbm5u9vMdO3Zk8TFz0ZucVdpis1nBYARseLa4jeo9HwXAmpOJ4f+TSYXSc/LPG1dcXBy1atXCZrPRoEED9u7dC0BWVhZms/m810nJWL16tcpoRETksmjFiIiIiINNnTqV5557zt6/w2azMXLkSBISEkhISODYsWN06NABAGfjPwmKfz7Ig6lK4FnJi0vbNWX//v0cP37c/nPhrjQNGjTgq6++wt3dHU9Pz4t+mC/sLxIVFUXz5s3tiRGj0cjnn3/OliQnBn20mfV7E7FgwGYs+r1MjtlKrtnKuj2JDJkXecVb4t56662EhYURHx9Pamoqbdq0KVbu4uP2r7mP7SA/NQFzaiJ5Jw7gElQft9qtyD70J+aMFKw5mcR/9jj5Kf+U/xjdfbCln7SXHfn4+JCcnExWVhaxsbH873//A6Bx48acOXOGiIgILBaLvaxGSpf6i4iIyOXSihEREREH+uuvv/j7779ZunSp/ditt97KzJkziY+Px8PDgzZt2rBq1SoAYndvJbhDIvkWCj7I96qP+VQ8XMYWsiZDwTa177//Prt37+b06dN4e3uTn59v35Xm8ccfp379+hw/fpyoqCgCAgLOe7+NGzcyatQoFi9ezP33309CQgJBQUEAfLs7GWvruzGbbXCRvqM2G2TnW5gRXrDCYnjH0Et+JoCWLVvy0ksvceONN5Kfn8+kSZNo3bp1kTFNgnxwNSWQay54DVxrNCZ51ZuY00/i23UUJm8/8PajSuehJHw+GawWfK6/G5fAf7Y1Dug2hq9fHsOqaWa+/fZbbr75Zu6//346depE3bp1ue++ggatrq6ufPnllzz00EPEx8fTs2fPC5YkydWLjo4mKyuLNm3aODoUEREpR5QYERERcaDVq1cTGxtLcHCw/dikSZPO+QH/77//pmPHG/j9m/+Sl/bPB3nzqfgLzFCck1PBX/+bN2/G09MTNzc3AgMDadGiBS4uLiQmJpKYmIiLiwvVqlVj2rRpREdH06JFC5o3b46vr6/9Xmazmc2bN7NgwQKeeeYZGjVqRGpqKpMnT+apV99jRvg+cs2XtxNLdr6VGeH7aFXLl1a1fHnzzTcBePrpp+1jRo8ebf/n2aswxo4di5OTExEREUyaNMl+PCIiAoAWmbnM+jH6n9fCqzqBQ14tFoN36x54t+5xzvh82vRg9/I3qO7laj/2wQcfnHNsx44d2b59+wWfV0pO4WqRC5V+iYiI/JsSIyIiIg700ksv8dJLL53z3NixY4sdC60dQqP7/8v6vYn29hhudVoRVKeVfYxfnyeLXOPVqjterboDBUU2tzb2Z+hLL5GTk8Mbb7xBTEwMbdu2pV+/frz11lvk5eUxYsQIXn/9dWbMmMG2bdvYunUrn332GVFRUVStWpUWLVrQokULPDw88PPzA+DEiRN4e3vj5eWFwWBgdsRBcsyWK3pdcswWPoo4yJzh7YskRK6Wn5crtzTyZ/3exIsPPgeDoeD1OzspIteOsLAwJkyY4OgwRESknFGPERERkXLm0a4NcDM5XdG1bs5OPNK1QZFjISEh1KxZk6ioKNLS0ggICMBkMhEcHMzAgQNxcnJi/vz5/P7776Snp/PLL7/w6KOPUr16db777jvS0tIICQnBarUyatQobDYb0YeOsHFf4tm9TS+LzQYb9ydd0W41F1P4+nm16l4siXQxbqbir59cG9LT0/n999/p1q2bo0MREZFyRokRERGRcqKwbKR1iC9TejfB3fky/xo35zGpWz1a1fItcnjPnj3ExMTw6aef4uLigq+vL1lZBbvaNG/enF27dvHQQw8RGBhIgwYNiI6Opk+fPjz77LNkZWVhs9nw8PCgadOmdO7cGTc3Nw6cOE38N//l+KzBJH39mn0L28yd64mb8yCxH44kY/vagmO7fiJl7Yf2eE6unE72kW0YgJXbYpk2bRrTpk270pcNgPDwcJo1a0ZwcDDfzH/3il4/d2cjU3o3Kfb6ybVh/fr1dOrUCS8vL0eHIiIi5YwSIyIiIuXQ8I6hTOndFHdnp4v2XTUAtvxc6qVt5/MXH+TMmTMAfPjhhwQGBtK8eXM6depEXFwc7u7uuLi4kJOTA0BAQAAGg4GYmBhiY2NZunQpU6dOBQqSDQcPHuSPP/5g4MCB7N27l1q1atGwYUNOH9+PZ5ObqfXwZ+TE7iEv8RB5ScdI3/oNwaNnETzmA9I2L8Ny5jQeDW8g59gOAGyWfPJOHsatTmtyzFb2nci46tcqKSmJCRMm8MMPP3Do0CG+/PJLmrueZkrvprg6GbBZrRd+/Qzg7uzElN5NL7shrJQd7UYjIiJXSokRERGRcmp4x1BWjOtIz2aBuJqMuJmK/rVuy8/FxclA6+oQFLWcH+e8RL169ejTpw95eXk89thjJCYmsnbtWsLDw5kwYQI2mw1nZ2eys7Pt92nTpg09evTgpZde4oknnuDkyZMALF68mKCgIOrWrUt8fDzLli0jLS2NKlWqUL1OEzwad8Lo5olz9VrYcrPIObYTc1oicfMeIn7+o1jzc8hPicPo5oWpag3yko+TExOFW53WGIwFpULpOflX/TpFRkYSFxfH9ddfT7169Thx4gRRUVEM7xhK29ObcDqxGyeDrdjr52Yy4moy0rNZICvGdVRS5BpmtVoJDw9XYkRERK6Imq+KiDhYcmYuK/+KZV9COuk5ZnzcTDQJ8uGedrXU4FEuqlUtX+YMb09KZi4rt8Xy8bLvyDeYCK0ZSMbxfQxoUJN92//gpm43YDQa+fTTTxk7dizLly9nwIABZGdnM2nSJNq2bcvJkyexWq3FEiMuLi7MnDmT9957jwEDBjBo0CAAYmJiqFevYBvbPXv2EBcXx6FDh/Dx8aFasJHsYtHa8GxxG9V7PgqANScTg8kFAM/Gnck+9CeWzFN4Nulsv8LHzfmqXyObzcatt97KmjVrAMjIyMBoNJKUlMSapXOxWCxs33eIHw9lsO9EBuk5+fi4OdMk2JtBbfXnsDzYtm0bVatWpX79+o4ORUREyiElRkREHGRHTCqzIw6yKToJgFzzP8v53UwJzPoxmq6N/Xnklga0DvF1UJRSXlT3cmV8l/r879U1+Pv70zCwIY1vbcySJUv4+++/7dvVFjZSbdu2LStXriQtLY0GDRqwbds2GjZsiNVqxcXFpUhiJDc3l6pVq9K3b1+ef/55+/EzZ86QlpZGTEwMCQkJzJgxg06dOuHv70+V03nkG6yYbf+swnCr3Yr0rd9gzkjB6OxK/GePEzBwKi6B9XBvdCPJ372FLS+Lql1HFYw3GWkS7M2JvVf32nTs2JEHH3yQPXv2UK9ePbp168bUqVP5+++/ad26NdWqVaN+zQDq1wy4uonEYVavXq3VIiIicsVUSiMi4gBLIo8yZF4k6/cmkmu2FkmKAOT8/7F1exIZMi+SJZFHHROolDu5ubn4+/uTmJhIr169iIiIwNvbm0aNGtnHODk50a9fP2JjY5k/fz5btmxh8ODB3HnnnfZSmsIeIwDDhg0jOjqaunXr2ldanDx5kkOHDjF69Gjat2+PxWLh3Xff5fTp0xw6dIhdv23AYin6e+0SEEqVzkNJ+Hwy8Z8+gk+7PrgEFqw4cXL3BoMBU9UaGJwKVonYgEFta131axIQEMD8+fO5++67qVOnDjfffDO33347H330Efn5+dx3331XPYc4lvqLiIjI1TDYbFe6kZ6IiFyJJZFHmRG+l+z8Czd8PFvBbhhq/CgXd8MNN3D33Xfzxx9/8PXXX1O3bl3atGnDN998U2Tc8ePHad++Pddddx02m41Vq1ZhtVrx9/fnhx9+4LnnnmPz5s0AnDp1itDQUNLS0jD8f6fXTZs28Z///IetW7eycOFCwsLCaNu2LS+88AJdu3bl9ddfZ94+A+v2JFDQ/vXyGAzQs1kgc4a3v+rX5Fzmzp3LypUr+fPPP4mPj8fd3b1U5pHSl5CQQNOmTTl58iTOzldfeiUiIpWPVoyISKU2bdo0DAYDSUlJ2Gw2vLy8GD169GXdIyIiAmdnZ/z8/PDz82PixIlYz7PLxY6YVGaE77uspAhAdr6VGeH72BmbelnXSeWTm5tLUFAQCQkJAOTl5RVZ/QFgNpu57777mDRpEmFhYfj5+dG/f3/y8vKw2Wz4+PiQnp5uH1+tWjW8vLyIiYmxH9u4cSO33norSUlJzJ07l/DwcPbs2YOXlxfLli2jffv2GPeuB/OVNU91MznxSNcGV3TtxVitVt5++22aNGnCXXfdpaRIObdmzRpuv/12JUVEROSKKTEiIkJB48hjx47ZtzG9XO3atSM5OZkjR47w119/8eWXX55z3OyIg+SYLRe8V8LSZ8k5trPY8RyzhY8iDl5RfFJ55OTkEBwcTGJiIkeOHCE3N5etW7diNpvtY1555RU8PDz4z3/+g8lkYvHixfj6+jJkyBAsFgtVqlQpkhgBaNGiBbt377b/vHbtWqKjo2ncuDFxcXG88847fPbZZ5w5cwZvb29GjBjBjo3f8UzPhrg7X97bjYIVUk1oVcv3ql6L8/n++++pUqUKv//+u8poKgCV0YiIyNVSYkREKr369esTFRVFVFTUVe9o4O3tzT333MOmTZuKnUvOzGVTdBJXWsBos8HG/UmkZOZeVYxSseXm5lKzZk0SEhL47rvvuOuuu6hTpw6//vorULDCad68eSxevBijseBtgMlkYsmSJXh7e2M2m3F1dS2SGEnOzMW5VS/e/f00Qz6K4IaJH7GXmgSE1GP37t0YDAa6detGUlISVatW5c477yQrK4uffvqJh7u3YErvprg7O3GxX36DAdydnUq9bGzmzJkMGzaMY8eO0a1bt1KbR0pfXl4eP/74I7169XJ0KCIiUo4pMSIilV6LFi3siZEWLVoA0LdvX2rUqMEzzzxDnTp1GDduHADh4eE0a9aM4OBgpk2bdt57Fn7gXLduHY0bN6ZmzZqMfbJgNw9zaiKxH40hfes3xLx3H/HzH8OSeZqs/VuIee8+cuP2cvLrV4l57z7yU2LI3PkjCZ//h7i540hYNZOOnW6iRYsW5Ofnc+DAAbp06UJQUBADBw4kKysLgIULFzJ69GhmzpxJcHAw+/fvB+Dw4cPccsstVK9enV69enH69GkyMjKoVq2a/dpVq1bp29dyLCcnh2rVqmGz2fj666/p168f/fr1Y9WqVaSkpDBixAgWLFhAUFBQketMJhOff/45NpuNBx54gLS0NLbHnGbc53/S+b8b2OfcgOg8XyJjzpDoXoeqXUYQUaU7L/xwnNNGH+rWrcvff/9NRkYGLVu25KuvvsLDwwOA4R1DWTb2eizHt+FsNIA5r8jcbiYjriYjPZsFsmJcx1JNivz+++/ExMRw+vRpBg8ejMmkDfrKs19++YXGjRsTEKAdhURE5MopMSIilV7jxo3Zu3cvUVFRNG3aFICQkBCee+451qxZw7fffsuPP/5IUlISEyZM4IcffuDQoUN8+eWX/P3330Xudfr0aVasWEG3bt3sH0K/+OILdu/eza/rviN1/1YALGdOYc5IodaEz3Hyrs6ZPRF4NO5EyBPLcK3ZlIABUwl5YhnO1UMAsOZl49/vGdKjfqbL+Fc4efIkJ06cYMSIEUyZMoUTJ07g7e3N3Llz7bGsW7eOI0eOsG3bNho0KOjVMGLECEaMGEFiYiK1a9dm5syZeHt707lzZ9atWwfAd999xz333FPqr7uUjpycHNzd3QkICOCvv/6ie/fu9OvXj++++47Ro0czePBg7rjjjnNe6+LiAoCbmxuere9gyCeRrN9TsHOS5d9vGZycyTVb2RCdQrV7XuHNb35j9OjR1KlTh/feew8nJ6ciwxP2bKXGoTB+nnQz6VuWc3frYLo1CaB/m5o8eXsjtjxzG3OGty+18plCb7/9NhMnTmTFihUqo6kAVEYjIiIlQV+TiEil5+7uTlZWFgcOHODmm2/mxIkTXH/99RgMBq677jqqVq2K1WolMjKSuLg4rr/+eqCgZCEqKopatWqxbds2goKCcHV1ZeTIkfTv35/Vq1dz3XXXcd111wFQv3Mf9u7/syDZYQPfLsMxGJ1wDW6ENTfrgjG6BNbD6OaFk1dV8PLDw8ODtLQ0tm7dyqhRowDsJRCFfH19+eCDD+yrVzIyMvj777/tJRVz5syhcGOyQYMG8e2339KvXz/Wr1/PzJkzS/ZFljKTm5uLq6srzs7OtGnTBk9PT1q3bs3p06c5cuQI//vf/857beHvSt8n3+SPb7eTY754k2AbgJMLcyJP0mHYZKqfijrnuMJVTKcTYvBP3sG7Q9peyeNdlcOHD7NhwwYmTJhAXl4eN9xwQ5nHICUrLCyM5cuXOzoMEREp57RiREQE8PPzIz093b6svnBL0sJ/AthsNm699VYSEhJISEjg+PHj9O/fH4C2bduSkJDAsWPHmD59epHrCrk5O/H/HyNx8qqK0dntMiI02P/p4+Zsj8fNzc0eT1xcHG+88Yb9ig4dOtg/6J6tMBkSExPDd999B8Bdd93FunXr2LJlCy1atKBq1aqXEZs4WnJmLqOefROTsws5FvALqsnhYzHk/n9eY8eOHWRlZdGzZ0/7qpBzsdlsuAQ1ZNp3Oy/z9xMMzq7sd2+Gc+A/O8l88cUXTJgwgdOnT7N27VoGDx5MdHQ0jRo1uqLnvFrvvvsuDzzwAKtWreK+++47559TKT8OHDhARkaGPfksIiJypZQYEREBmjVrRpMmTS44pmPHjmzbto09e/aQk5NDt27d+Omnn847vlOnTmzfvp0dO3aQmprK4V/D8W7U4f/Pnv8DmZOHD+a0RAAsWWlFzhkM0CTYGwAfHx+aN2/OokWLAHj66aeZPn36ee/r7e1N69atmT9/PgAffPABGzduBKBq1aq0atWKZ555RmU05ciOmFR7D5Af9iTg2rAjtZ/6isDHllLz8WWcuuUZxi78nXsf+g8TJ05k8+bN57yP2Wxm+fLltG7dGp8b78HgdGXbnpptcNSjof3nIUOG8MEHH7BixQp69uxJtWrViI6OZvv27URERFzRHFfq1KlTfP755zzyyCMsX75cZTQVQFhYGL1791aCS0RErpoSIyIiQNOmTS+aGAkICGD+/Pncfffd1KlTh5tvvpm77rrrvOOrV6/O4sWLuffee2nevDkjhw3Bq8H1F43Fp+M9pEWuJGbWYDJ3ri92flDbWvZ/X7JkCfPmzcPf35+DBw/y4osvXvDeS5YsYfHixfj7+7N///4iDWQHDRrE1q1bufvuuy8aozjeksijDJkXyfq9BT1AzJaiO74YnV2xYOSnfScx3/IYTfo8wIEDB4iPj7ePyc3NZd68eTRp0oSPP/6YF2a8iUf99tgukLi7IIORY/nexXZOKiyjAYiOjsbd3f3K7n8V5syZQ79+/Th8+DABAQE0a9aszGOQkqX+IiIiUlIMNtuVbhwpIiKXa9znf7J+b+IVbdlrMEDPZoHMGd6+xOPKy8vj999/57XXXmPNmjUlfn8pWUsijzIjfC/Z+f/0AMnc+SPZR/7Cv98zRcambl5O5t/hGIxGGra7mSeG3IHRaGTBggUcP36cli1bkpGRwYsvvshh1/pM+e/7pP36BWDD96ZheLXqTs6xnaRuXkbQsIJSreTVs3Cr3RKvVt1JXj0L1xqNyT0RTW5sFKEPz2NyzyaM71KfhQsXsmrVKiIjI4mJieH777/n3nvvxWaz4enpibOzM5s3b6ZJkyYcOHCAsWPHEh0dTefOnfn888/tu9pcrdzcXOrWrcsPP/zA+++/T6NGjfjPf/5TIvcWx8jIyKBGjRrEx8fj7e3t6HBERKScU/NVEZEy9GjXBvxyIJnsfMtlX+tmcuKRrg0uPvAKPPXUU3z11VesXLmyVO4vl2batGm8+eabmEwm2rVrxwcffGDfQrrQjphUZoTv4/TB7UWSFQDZB34n5oPhALgGN8Lg5IwlO4Ma4+Zizc0ietFEXjx+gPT4Qzg5OfHzzz/TokULGjZsyG233caS978j7ZclBI2YCQYDCZ//B5egi//OpUV+RZXOQ6l621jyrbDvRIb93MGDBxk+fDgmk4n+/fvj5+dHaGgor7/+Ol27drWPGzFiBC+//DI9evTg/vvvZ+7cuTz55JNX+YoWWLZsGa1ataJRo0Z8/fXXbN++vUTuK47z448/cuONNyopIiIiJUKlNCIiZah1iC9TejfB3fny/vPr7mxkSu8mpbaV6YcffkhiYiI333xzqdxfLt3jjz9OUlISXbp0oXfv3uTmFi1LmR1xkBzzuRNr7g1vIGTCEkImLMGjUScMzm5U6z6O9D9Wkbz6HSxnUrG1uZtffvmFLl264Obmxi+//EK3bt1wcnJiz9afcW/QAVOVAEw+/ng0upGcI9vOMVPRJU/u9drh3boHTu4FH1LTc/IBsFqtHDp0yL5zUnp6Ounp6UV2T4KCb/8Ld1gKDg5m9erV7Nu370pevuKR2mzMnDmTSZMmsXbtWlq0aEFISEiJ3FscR2U0IiJSkpQYEREpY8M7hjKld1PcnZ24WM9AAzYw5zKpW32Gdwwtk/jE8VxdXZk2bRpOTk72BrlQsPvMpuikSy7FsmSlkvTNDJyr1cCv71MAeDa4nsi/d9OyZUumTp3KpEmT+OOPP/D39+fAvj1Fb2AwcK6pLBkpReOtUbQ/T+HOSVFRUXh4eNhXvRw4cICGDRvybxfbYelqrF27FpPJRPfu3Vm2bJmarlYAVqtViRERESlRSoyIiDjA8I6hrBjXkZ7NAnE1GXEzFf3PsauTAZs5j9sa+XHdqU1sW/GuYwIVhzEYDLRp04Z9+/bxyiuvEBwcTMO6dUjfWXQnpFM/fUrMrMGk/fYVNmvRlSSWrDRcAhvg0fRmsvb9CkD6jvU8NWUaGzdu5I8//iAtLY2BAwfi7e2N5cgfnInaiDntJOaMZLKif8O9blsMrh5YMpKx2WzkJR4mJ2b3eeN2MxntOydt3ryZBg3+KcUp3KrXz8+PI0eOAJCUlHTZOyxdjpkzZzJ58mQyMzNZu3YtgwYNKpH7iuP8/fff+Pj4FPndEhERuRpKjIiIOEirWr7MGd6eLc/cxpO3N6J/m5p0axJA/zY1eapHY1ofW0mHvB0sePtlVq9ezbp16xwdspQxLy8v0tPTiYiIIDo6mgEvL+TkT/Pt53Pj92Py8afWhCXYzLlYMk8Xud7ZJ4D8lOPEfjgSc9pJDC7uWHMyMbl78+uvv9KiRQu6dOnC1q1bWblyJQeOxmB09eLE4skkfP4ffG8ahktAKC6B9XH2DyVh8VOkb/0Gj0Y3njdmGwU7J6WmprJr1y7q1q1rP1eYGHn22Wd54403qFq1KgsWLAAuf4elS7Ft2zb279/P4MGD+fbbb7nllluoXr36Vd9XHEurRUREpKSp+aqIiINV93JlfJf6xY6HZo/k+eefZ/z48cyfP58xY8awc+dOqlat6oAoxRHOnDmDj48P7733HrNmzSL8i++wnkm1n3fyqIJ3+7swGAy41WmFW+1WRa43uLhTY+xs+8/Vuj9I5s4fMbm4sXnzZvsORAkJCXz55Zf88sYbWLLTCLz3Fdzq/HMvg8FAwMCp54zRr89ZDVJtVm5tHEh1L1c++WQRvXv3Zvny5fbTBw4coEePHrRv3579+/cXuU/jxo3ZvHnzZb9GF/L222/zxBNP4OLiwtKlS+1bBkv5FhYWxuuvv+7oMEREpALRihERkWvU7bffTkpKCn/99Re33347d911F48//rijw5IytGvXLjIzMxkwYAANGzbkzgkzipw3VQnEYG9Uc5GGNWfx8nBj1apVAKSlpXH99ddjMBh46aWXMDm74eJ0ZW8PjDarfeekhQsXFktEFK4YKQsxMTGsXbuWcePGkZiYSGRkJH379i2TuaX0JCYmsn//fm666SZHhyIiIhWIEiMiItcoo9HIgw8+yCeffALAm2++SWRkJF9//bWDI5PSlpeXx+uvv16wEsTNjbZt2zJ48GDS9/xrRcXFuveeg7OTgQBfL1atWoXNZuPAgQMYDAbGjRtHamoq5pxMBl0XiMtlvkMwYaW17TCtavkSHR3N4cOH6dmzp/28zWYjOjr6nM1XS8N7773H6NGjqVKlCl999RV9+vTB09OzTOaW0rNmzRq6d++Oi4uLo0MREZEKRIkREZFr2P3338+XX35JRkYGnp6eLFq0iEceeYTExERHhyal5P3338ff359ffvnF3ix0z5491KhRg2q2NAwu7uSfirvi+9uAJrX8gIIVKa1bt6ZNmzbUqFGDN954A5PJRC1OMeY6XzDnXXznJAO4OzvRIj+azgEFzV8XLVrEsGHDcHZ2to9LSkrCycmpTHp8pKWlsWDBAp544gkA7UZTgai/iIiIlAaDzXapm/6JiIgj9O/fn969e/Pggw8C8Oyzz7Jv3z6++eabs8oopLIY9/mfrN+beMlb9p7NYICezQKZM7w9EydOpHr16rzwwgtFxvj7+7Nnzx4yMzO5deBo7njqbTbuT8IA5Jit/9zLmo+TkzPdmwXySNcG/PeZR7njjju47777CA0NJSwsjFat/ulTsnnzZv7zn//w22+/XemjX7KZM2eybds2li1bxuHDh+nYsSNxcXFFEjVS/uTn5xMQEMDevXsJCgpydDgiIlKBaMWIiMg1bty4cfZyGoCXX36Zw4cPs3jxYgdGJY7yaNcGuJmcruhaN5OTvQdIv3797H1GzmY0GrFarfj4+JB+dFeRnZPy9v9CsDWZ/m1qYt72LStHNGbO8Pa0quVLYmIigYGBbNiwgYCAgCJJESi7/iJ5eXm89957TJo0CYAvvviCe+65R0mRCmDz5s00bNhQSRERESlxSoyIiFzjevTowcmTJ9m2bRsArq6uLF68mMmTJ3P8+HEHRydlrXWIL1N6N8Hd+fL+Cnd3NjKldxNa1fIF4Oabb+bIkSPExsYWGWcwGLBarXh7e5Oeno7NZrPvnJQSNouB/km81DOU1Mj/0apxPft1iYmJBAUFsWjRIkaNGlVs/gMHDpRJYuTLL7+kYcOGtGvXDpvNxtKlS1VGU0GojEZEREqLEiMiItc4JycnHnjgAebNm2c/1qZNGyZOnMiYMWOwWq0XuFoqouEdQ5nSuynuzk4X7QFis1pxMxmZ0rspwzuG2o+bTCZ69+7Nd999V2S80WjEZrPh4uKCs7Mz2dnZAJjNZvLz8/H39ycqKoqmTZtiNP7zNiIhIQF3d3dWr159zkREWawYsdlsvP3220yePBmAnTt3cubMGW688cZSnVfKxurVq5UYERGRUqHEiIhIOTBmzBhWrFhBZmam/dgzzzxDZmYmH330kQMjE0cZ3jGUFeM60rNZIK4mI26mon+lu5mMuDgZyDv8B51ythZJihQ6VzlN4YoRgCpVqpCeng7A6dOnMZlMeHt7ExUVRfPmze3XmM1mUlNT2bhxI7fddht+fn7F5iqLHWk2bNhAXl4ed9xxB1DQdHXo0KFFEjhSPh06dIjU1FTatm3r6FBERKQC0jsFEZFyoGbNmtx8882sWLHCfsxkMrFo0SKmTZtGdHS0A6MTR2lVy7dID5D+bWrSoaY7Tsf/5MnbG7HhiU6c/v5NVn32PocPHy52fc+ePfntt99IS0uzHytcMQIU9Bn5/8RISkoKJpMJT09P9uzZQ7NmzezXJCUlUa1aNRYvXszo0aOLzWO1Wjl48CANGjQo4VegqJkzZzJp0iR7n5Tly5erjKaCCAsLo3fv3kpyiYhIqdDfLiIi5cS/m7ACNG7cmJdeeolRo0ZhNpsdFJk4WmEPkFmD2/DpyPYkrnqLcTfXo5a/Ly4uLjz88MM899xzxa7z9vbmpptuYu3atfZjZ68Y8fHxsSdNkpOTcXJywsvLq9iKkcTERHx9fTlw4AC9evUqNk9MTAzVq1fHy8urpB/dbvfu3Wzfvp1hw4YB8Ouvv1KlShVatmxZanNK2QkLC6NPnz6ODkNERCooJUZERMqJO+64g/j4eLZv317k+KOPPoqHhwdvvfWWYwKTa4qPjw9OTk6kpqYCEBgYyKBBg/j111/PuVXuv8tpLrRixGAw4OnpWSwxkpCQQH5+Pvfdd985d38pi/4ib7/9No899hiurq5AQRlNYZJEyrfMzEx+++03br/9dkeHIiIiFZQSIyIi5cS5mrBCwQfZBQsW8M4777Bjxw4HRSfXkpCQEGJiYoCCxEh6ejqvvvoqkydPtic9CvXt25e1a9eSn58P/LNdLxRPjEBBP5GMjAxq165tv8eJEyc4efLkOctooPR3pImPj+fbb7/loYceAgq27P3qq68YMmRIqc0pZeenn36iQ4cOeHt7OzoUERGpoJQYEREpR8aMGcPy5cs5c+ZMkeO1a9fmrbfeYsSIEeTm5jooOrlWnJ0YCQoKIiEhgREjRnDmzBm+/vrrImNr1KhBw4YN2bRpE1C8lObsxIjFYiE2NpZmzZphOGs7nN9++w0PDw9at259znhKu/HqBx98wPDhw6levToA69ato0mTJoSGhpbanFJ2tBuNiIiUNiVGRETKkZCQEDp37syXX35Z7NyoUaOoW7cu06ZNK/vA5JoSEhLC8ePHgYIVI4mJiTg5OTFz5kyeeeYZ8vLyiow/u5zm7FKas3elSU5Oxmw2c/To0SJlNACbN2+mY8eO542nNEtpMjMzmTdvHhMnTrQfW7ZsmZquVhA2m43w8HAlRkREpFQpMSIiUs6MHz++WBNWKPim/5NPPmHBggVs2bLFAZHJteJcK0YAunfvTuPGjYtt8VyYGLHZbBdsvpqfn8/BgweLJEbS09M5ePAgPXv2PG88pZkY+eyzz7j11lupX78+UJAoCQsL45577imV+aRsbd++HU9Pz1LvUSMiIpWbEiMiIuXMHXfcQWxsLDt37ix2LjAwkNmzZzNq1Khi5TZSefy7x0hiYqL93Jtvvslrr73G6dOn7ceaNWuGi4sL27dvP2/z1ZMnT2Iymdi7d2+RxMjKlSupUqXKeUtl8vLyiI2NpW7duiX+nGazmVmzZjFp0iT7se+++47OnTvj7+9f4vNJ2QsLC9NqERERKXVKjIiIlDMmk4mxY8cWa8JaaODAgdxwww0888wzZRyZXCv+vWLk7MRI8+bN6d+/PzNmzLAfMxgM9lUj52u+mpSUhLu7e7EdaRYtWoSHhweBgYHnjOXw4cOEhITg4uJS4s/59ddfU7NmzSJlPNqNpmJRYkRERMqCEiMiIuXQmDFjWLZsGVlZWec8/8EHH7Bq1Sp+/PHHMo5MrgX/XjFSWEpT6OWXX2bBggUcPnzYfqwwMXK+5qvJycm4u7uTlZVFrVq1ADh06BB79uwhKyvrvImR0tqRxmazMXPmTCZPnmw/lpyczObNm+nXr1+JzydlLykpiT179tClSxdHhyIiIhWcEiMiIuVQ7dq1ufHGG/nqq6/Oeb5q1ap8+umnjBkzhtTU1LINThwuJCSEuLg4rFZrsVIaKFhFMnHiRJ5//nn7sU6dOhEbG4vFYjln89XTp0/j7OxcZEeaxYsXM2TIEFJTU/Hz8ztnLKW1I80vv/xCamoqffv2tR/76quv6NWrF15eXiU+n5S9NWvW0K1bt1JZbSQiInI2JUZERMqpcePGMXfu3POe79mzJ3feeSdPPPFEGUYl1wJ3d3e8vb1JSkqyJ0YKkx2FJk2axObNm4mMjAQKSrTuvPNOMjIyiq0YsdlspKWlYTQa7WU0VquVRYsWcdddd1GtWjVMJtM5YymtxqszZ87kqaeewsnJyX5Mu9FULGFhYfTp08fRYYiISCWgxIiISDnVu3dvjh07xq5du8475q233uLXX3/l22+/LbvA5JpQWE7j7u6Om5tbsZVDHh4evPrqq0yaNMmeNLnrrrvsiRD4Z1eatLQ0XF1dsVgs9sTIzz//jI+PD35+fucto4HSSYzs37+f33//nZEjR9qPHTt2jL17915wdxwpP/Lz81m/fj29e/d2dCgiIlIJKDEiIlJOXawJK4CXlxeLFi3i4Ycf5uTJk2UYnTjahRqwFhoxYgRnzpzh66+/BqBHjx5kZWXZt+gtXDGSkpKCt7c3OTk59sTIwoULGT16NCdPnizzxMg777zDww8/jIeHh/3YF198wcCBA1V2UUFs2bKFevXqERQU5OhQRESkElBiRESkHBs7dixLly49bxNWgM6dOzNy5EgeeuihYuUUUnFdrAErgJOTEzNnzuSZZ54hLy8PLy8vvLy82Lx5M/BPYiQ5ORkPDw8yMzNp3rw5mZmZfPvttwwbNozExMTzJkYyMzM5ffq0vVlrSTh58iRffvkljzzySJHj2o2mYlm9erV2oxERkTKjxIiISDlWp04dbrjhBlauXHnBca+88goHDhxgyZIlZRSZONqlrBgB6N69O40aNeLjjz8GChr3RkREAEUTI66urlitVmrWrMnKlSvp0qWLvX/J+RIjBw8epEGDBhiNJfd2Y/bs2dx7770EBATYj+3evZtTp05x0003ldg84ljapldERMqSEiMiIuXcuHHj+OSTTy44xtXVlcWLFzNp0iT7h2Wp2C5lxUiht956ixkzZnD69GmqVq3Kb7/9Rm5uLi4uLphMJhISErBarVSvXh2DwcCiRYsYNWoUAAkJCectdyjpHWmysrL4+OOPeeqpp4ocX7ZsGUOHDi3RBIw4zpEjR0hJSaF9+/aODkVERCoJvYMQESnn7rzzTg4fPkxUVNQFx1133XU8/vjjjBkzxr7riFRc/06MnG/FCEDz5s3p378/M2bMwNXVldDQUDZt2gQUrBqJjY0lPz+fwMBAjhw5wq5du+y7hVxoxUhJ9xdZtGgRN954I40bN7Yfs9ls2o2mggkLC6N3795KdImISJnR3zgiIuWcs7MzY8aMuWAT1kLPPvss6enp9rIJqbj+XUpzoRUjAC+//DILFiwgLy+Pm2++mVWrVgEFiZGEhARycnKoWbMmixcvZujQobi6ugJllxixWCzMmjWLyZMnFzn+22+/4eHhQevWrUtkHnE8ldGIiEhZU2JERKQCGDt2LEuWLCE7O/uC40wmE4sWLeKll17iwIEDZRSdOELNmjVJSEjAYrFcdMUIFCRPJk6cyPHjx7npppv47rvvsNls+Pj4kJSURHZ2NrVq1WLRokWMHj3afl1ZJUa+//57qlatWqyPSOFqEYPBUCLziGOdOXOGzZs3c/vttzs6FBERqUSUGBERqQDq1q1L+/bt+d///nfRsU2aNOGFF15g1KhRWCyWMohOHMHZ2Rk/Pz9OnDhxwearZ3vqqafIyMggPT0dN19/Xlj+MznXDSaq+s04d3mAI271cff1p23btvZrEhMTz9tj5MCBAyWWGJk5cyaTJk0qkgDJz8/nyy+/VBlNBfLTTz9x/fXXU6VKFUeHIiIilYgSIyIiFcSlNGEtNGHCBNzc3HjrrbdKOSpxpMJymos1Xy3k6elJ7etuZubv6VjunMbyXWmc8W9OdrUGeDTrygHXRuT0nMpDS/9iR0wqZrOZU6dO4efnV+xeKSkpWK3Wc567XL/99htxcXEMGDCgyPGffvqJ+vXrU69evaueQ64NYWFh9v41IiIiZUWJERGRCqJv374cOHCAvXv3XnSs0WhkwYIFvP322+zcubMMohNHKEyMBAQEcPLkyYs23V0SeRRzl8ewBDbDanDCglOR8zYnZywYWbcnkSHzIpm7YS9Vq1bFZDIVu1fhjjQlUeLy9ttv8+STTxabZ+nSpVotUoHYbDbCw8PVX0RERMqcEiMiIhWEs7Mz999//yU1YQWoU6cO//3vfxk5ciR5eXmlHJ04QmFixM3NDU9PT06fPn3esUsijzIjfC82J2e4yG4gNhtk51t4/+cYql5/1znHlFR/kUOHDhEREcGYMWOKHM/KyuL777/n3nvvveo55Nqwc+dOXF1dS3QnIxERkUuhxIiISAXywAMP8Pnnn5OTk3NJ4++//35CQkJ4+eWXSzkyKQ1vvvkmfn5+uLm54eXlhZ+fH5999pm9Oeqlbtm7IyaVic9M5cSGzy9r/lyLjbzmfdgZm1rsXEklRmbNmsW4cePw8vIqcvz777/nhhtuOG/jVyl/Vq9ezZ133qlGuiIiUuaUGBERqUDq1avHddddx9dff31J4w0GA/PmzWP+/PlERkaWcnRS0p5++mmSk5MZMmQIM2fOJDk5GeNZqz1CQkI4fvw4wAUbsM6OOIj5ImU252MzOvFRxMFix0siMZKSksKyZcuYMGFCsXOFu9FIxaFtekVExFGUGBERqWAupwkrFHxg/vDDDxk1ahRZWVmlGJmUtX+vGDlXA9bkzFw2RSeB7QonMRjZuD+JlMzcIodLYkeaOXPmcPfddxMcHFzk+KlTp4iIiKB///5XdX+5diQnJxMVFcUtt9zi6FBERKQSUmJERKSCueuuu9i3bx/79++/5GsGDRpE+/btefbZZ0sxMikr+fn5DBs2jJ49e7Jr1y5sNhtBQUGEhYURGhpKnTp1WLhwIQAr/4o9730yd28k9qMxxH50P5k7fwQgYemzJH3zGrEfjOD0pkXEfjCCU78s54lpM+0lPFarld27d7N7924AFixYQIMGDahZs2aRHjjTp08nKCiIoKAg5s6dW2TunJwcPvzwQ5566qlicf3vf/+jZ8+e+Pj4XM3LJNeQtWvXctttt+Hq6uroUEREpBJSYkREpIJxcXFh9OjRl9yEtdCHH37IN998w08//VRKkUlZ+d///segQYM4cuQIubm5/P777xiNRlatWsWmTZvYvHkzL7zwArt27WJfQjq55uJlNPkpMaRGLCBo2BsEDX+T1F+WkHfyKAAuwY3waHYLeYmHqXbHY2Qc2YFnoxtZs2YNFouFw4cPY7PZGDRoEFFRUbz99tv8+eefbN++nWnTppGYmMipU6eYMWMG+/btY/v27axZs6bI/EuXLqVNmza0aNGiWGzajabiURmNiIg4khIjIiIV0IMPPsjixYvJzc29+OD/V7VqVebNm8eYMWNIS0srxeiktLVr147+/ftTrVo1XF1dOXz4MImJidSoUYM6deoQEhLCgAEDWLduHek55nPeI/vIdtwbdMBUJQCTjz8ejW4k58g2AFyDG2F0cbf/E5sVs6s3zZo145dffuGrr76iWrVqeHh4sGHDBo4cOUKTJk1o2bIlmZmZ7N+/H19fXxo1asTkyZP55ZdfWLp0qX1uq9XK22+/zeTJk4vFFRMTw86dO+nVq1fpvHhS5sxmMz/88AO9e/d2dCgiIlJJKTEiIlIB1a9fn9atW/PNN99c1nV33HEHvXr1YuLEiaUTmJSJ+vXr2//d1dWVkydP4uPjQ3Z2tv24wWDAZrPh42a6tJsaDBdsQ+Lj5szAgQP59ttvWbNmDa1atQLAZrMxcuRIEhISSEhI4NixY3To0AGj0cjWrVsZNGgQP//8M23btrVvG71mzRpcXV257bbbis2zYsUKBgwYoJKLCmTLli2EhoZSo0YNR4ciIiKVlBIjIiIV1OU2YS00c+ZMfv75Z1atWlUKUUlZOHtnGjc3N5KSkujWrRsJCQkcP36cuLg4vv76a3r27EmTIB9cTcXfDriHtiH70B+Y005izkgmK/o33Ou2Pfd8BgNNgr0ZMGAA3333Hbt27bInNW699VbCwsKIj48nNTWVNm3asH//fqKjo+nSpQudO3dmxowZxMfHc+rUKQD7apFzbduq3WgqnrCwMPr06ePoMEREpBK7xK+JRESkvOnXrx+PPfbYZW+b6uXlxcKFC7n33nvp1KkT/v7+pRillLbCFSM33ngjnp6edOnSBZvNxiuvvELLli0Jzsxl1o/Rxa5z9gvB95bRJCx9FrDhe9MwXAJCzzvPoLa1qO7lSo0aNcjOzrb3BmnZsiUvvfQSN954I/n5+UyaNInWrVsDcNttt9lXtzz22GMEBQXx119/cfDgQe69995ic+zdu5fExETtXFLBhIWFMX/+fEeHISIilZjBZrNd6QZ9IiJyjXvmmWew2Wy8+eabl33tf/7zHw4fPszKlSvP+c29lA8ffvghe/bs4d1338XT05Pc3NwiK0oAxn3+J+v3JnIl7wgMBujZLJA5w9uTl5fHww8/zJo1a/jpp59o2rTpZd/vvvvuo23btufsL/Liiy9y5swZ3n777csPVK5JR48epUOHDiQkJBT7vRQRESkr+htIrgnJmbnM2XSIiSv+ZsyiP5i44m/mbDpESualN44UkeIeeOABFi1adFlNWAtNnz6d/fv3F2mKKeVPSEgIMTExuLi44OPjYy9XOdujXRvgZnK6ovu7mZx4pGsDAAIDA9m/fz8pKSnUq1fvsu917Ngx1q5dy4MPPljsnM1m0240FVBYWBi9evVSUkRERBxKpTTiUDtiUpkdcZBN0UkARbaMdDMlMOvHaLo29ueRWxrQOsTXQVGKlF8NGzakRYsWrFq16pylCRfi5ubG4sWLueOOO+jatSu1atUqpSilNBUmRqAgcZGQkICfn1+RMa1DfJnSuwkzwveSnV98697zMVjymdKvOa1q+QJw+vRpDhw4QM+ePa+oOep7773HmDFjqFKlSrFzW7duxWQy0bbtufucSPkUFhbG6NGjHR2GiIhUckrPi8MsiTzKkHmRrN+bSK7ZWiQpApDz/8fW7UlkyLxIlkQedUygIuXclTZhBWjbti2PPfYYY8eORZWX5dO/EyOJiYnnHDe8YyhTejfFaDVz4f1nCspnnA026qb+zfCOoUXOXW5Pm0KpqaksXLiQJ5544pznC5uuqqyr4sjKymLz5s306NHD0aGIiEglp8SIXLG///6b5s2bExQUxJQpUy7r2iWRR///m0nLRWvabTbIzrcwI3yvkiMiV+Duu+9m586dHDx48Iquf+655zh9+jRz5swp4cikLPj5+ZGVlUVWVhZBQUEkJCScd+zwjqE0jf+BZj5mXE1GXP5VXeNmMuJqMtKzWSB3+xyljVdGsXtcaWLkk08+oXfv3oSEhBQ7ZzabWbFihcpoKpgNGzbQrl07fH19HR2KiIhUckqMyBUxm80MGjSIV155hWPHjvHjjz+ybt26S7p2R0wqM8L3XdZybYDsfCszwved99vC0NBQjh49eln3FKkMXF1dGTVqFPPmzbui652dnVm8eDEvvPDCFSdXxHEMBgO1atUiJibmgitGCvmYTzM8NJstz9zGnbXBeug3bLE78U7ey5O3N2LLM7cxZ3h7SDlGYGBgsesPHDhw2YmRvLw83n//fSZNmnTO8xs3bqR27do0bNjwsu4r17awsDDuvPNOR4chIiKixIhcmV9//RU3NzcGDhyIq6sr/fv356effrqka2dHHCTHbLmiea/0OpHK7sEHH2ThwoXk5eVd0fVNmjRh6tSpjB49GotFfw7Lm8JymqCgoIsmRoxGI1arleperrRwSsD5r+WYtnxK8LF1jO9Sn+peBb1DEhISCAoKKnZ9dHT0ZScwVqxYQZMmTbjuuuvOeb6wjEYqDpvNxurVq5UYERGRa4ISI3JFdu3aRZMmTew/33///YwfP56uXbuycuVK7r77bm677Tb7+VdeeYXg4GBq1KzF9yu/wGaDzF0/kbL2Q/uYkyunk31kGwCpm5cT+8EIYmePInP3BgBOb5jP8XcL3hhXr+5H48aNAXj//ffx8/MjJiaGtm3b4ufnx5kzZ4CCZn1t27YlKCiIcePGqUeCVFqNGjWiWbNmrFq16orv8fjjj+Ps7KytUsuhwsRIYfPVCzEYDFitBSv64uPjcXFxwWQyFfvvZ2Ji4jlXjFxuKY3NZmPmzJnnXS2SnZ3Nt99+y+DBgy/5nnLt27VrF87OzkXeS4iIiDiKEiNyRVJTU/Hy8rL/HBgYaN+a8fnnn2fMmDF88803ABw/fpyIiAiio6OZ8O4XJP30GQAeDW8g59gOAGyWfPJOHsatTmvMaSfJOb6LGuPmEjTibU5vLBhf9baxhDyxDIDXvvmd/fv3AwUf1pKTkwkJCWHbtm0kJyfj6elJXl4ew4YNY+HChcTGxnL48GG+/fbbMnl9RK5FV9OEFQpWEixYsIC33nqLXbt2lWBkUtrOToxcyoqRwiRIXFwcTk5OODk5FVspdK7ESFZWFklJSdSuXfuSY/vxxx8xm83ccccd5zwfFhZGu3btCA4OvuR7yrUvLCyMPn36qJmuiIhcE5QYkSvi7OxMbm6u/edNmzaxbFlB0mLMmDHcdddd9u0Wa9euzXvvvcesWbP46OUnsZw5DYDRzQtT1RrkJR8nJyYKtzqtMRidMFUJoFr3caT/sYrk1e9gPZNabP59J4o3/Pu3/fv3c/ToUXr06EGtWrXYtm0be/bsKYGnFymf+vfvz/bt2zl06NAV3yM0NJQ33niDkSNHXnFZjpS9s0tpLnfFiNFovOTEyMGDB6lXrx5OTv/q2noBM2fOZPLkyef9gKwymopJ/UVERORaosSIXJH69esX+XC1YcMGtm/fDkDHjh2LjN28eTMDBgygYcOGdHpgWpFzno07k33oT7IP/Ylnk84A5MREkfTNDJyr1cCv71PnnD89J/+iMdpsNho0aEBCQgIJCQnExsYyYcKEy3hKkYrFzc2NkSNH8umnn17VfcaMGUPNmjWZPn16CUUmpe1KV4zEx8fbj+Xn//PfXYvFQkpKCv7+/kWuvdwymp07d7Jr167zJj5SU1P56aefGDBgwCXfU659KSkp7Nq1i1tuucXRoYiIiABKjMgV6tGjB0ePHmXdunWkp6fz5Zdfcuutt55zbGRkJG3btmXw4MEk/B1R5Jx7oxvJObqdvPh9uIW2ASA3fj8ugQ3waHozWft+LXY/o7sPtvST5Ofnk5qaaj/u5+fHkSNHsFqtpKSk0LhxY86cOUNERAQWi8VeViNSmT344IMsWLDgqlZ7GAwG5s2bxyeffMLWrVtLMDopLYWJkYCAAJKTky/YQLew+SoUJEYKkyRn/84kJyfj6+uLs7NzkWsvd0ead955hwkTJuDq6nrO819//TXdu3fXdq4VzNq1a+natStubm6ODkVERARQYkSukI+PD+Hh4Tz99NM0atSIe+65h169ep1z7KBBg9izZw81atTAlJWMwcWd/FNxADi5e4PBgKlqDQxOBW+wPRt3Jj/lOLEfjsScdrLIeICAbmP4+uUxBAUFFelz8MorrzB69GiqV6/OunXrcHV15csvv2TixIkEBwfj5eXFQw89VIqvisi1r0mTJjRu3Jjvv//+qu4THBzMBx98wMiRI8nOzi6h6KS0hISEcPz4cUwmE1WqVCElJeW8YwtLacxmM0lJSZjNZmw2Gzk5OfYxF2q8eqk70sTFxfHdd98xfvz4845RGU3FpDIaERG51hhs2qZDylByZi6d/7uBXLP1iu/hajKy5Znb7FtGisjlWbp0KYsXL+aHH3646nsNHTqUwMBA3n333asPTEqNzWbDx8eHmJgYbrrpJpYvX07Lli3POXbcuHG0b9+ePn360K5dO9zd3fHw8CArK4vDhw8DsH79et54441i27R37tyZ119/nS5dulw0pmeffZbs7Gzee++9c56Pj4+nefPmxMfH4+7ufplPLNcqs9lMYGAgO3fupGbNmo4OR0REBNCKESljfl6u3NLInyttQm8wwK2N/ZUUEbkKAwcO5K+//uLIkSNXfa/Zs2ezcuVKNmzYUAKRSWkxGAyXvGVv4YqR+Ph4atSoQU5ODhaLhaysLPuYq92qNyMjg3nz5jFx4sTzjlmxYgV33323kiIVTGRkJLVr11ZSRERErilKjEiZe7RrA9xMl75jwdncTE480rVBCUckUrm4ubkxYsSIq27CClCtWjU++eQTxowZQ1paWglEJ6XlUhuwFjZfjYuLo0aNGmRnZ5OXl0dGxj+7gSUmJhIUFFTkutOnT5Obm3vOhMm/zZ8/n27dulG3bt3zjlEZTcWkMhoREbkWKTEiZa51iC9TejfB3fnyfv3cnY1M6d2EVrV8SycwkUrkwQcf5LPPPiuy08iV6t27Nz169ODJJ58sgciktFzqlr3nWjFS+D+z2QxAQkJCsQRIYePV8227W8hsNjNr1iwmTZp03jHR0dHExsaet6m3lF9KjIiIyLVIiRFxiOEdQ5nSuynuzk4XLauxWa24mYxM6d2U4R1DyyQ+kYquWbNmNGjQgNWrV5fI/d5++20iIiKuuqmrlJ7LXTESHx9PcHAwubm5ZGVl4e3tTXp6OnDuUppLLaNZuXIlderU4YYbbjjvmOXLlzN48GBMJtMlPp2UB8ePH+fEiRN06NDB0aGIiIgUocSIOMzwjqGsGNeRns0CcTUZcTMV/XV0MxlxNRmpYU2iQ+YWJUVESti4ceP45JNPSuRe3t7eLFq0iPHjx5OcnFwi95SSVbt2bfuKkYslRgpXjAQEBODs7MyZM2eoWrWqfYv08yVGLrYjjc1mY+bMmUyePPmCY1RGUzGFhYXRq1cvnJyurJxWRESktOirGHGoVrV8mTO8PSmZuazcFsu+Exmk5+Tj4+ZMk2BvBrWthSUrjaZNm3L0ibGEhoY6OmSRCmPQoEE8+eSTHD16tET+bN18883cd999PPzww3z55ZcXLamQsnUlzVd79OiBq6srWVlZ+Pr6XjQx0rdv3wvG8PPPP5ORkUGfPn3OO+avv/7CYrFw/fXXX/rDSbkQFhbGiBEjHB2GiIhIMUqMyDWhupcr47vUP/dJrwAeffRRpk2bxsKFC8s0LpGKzN3dneHDhzN//nymT59eIvd89dVXadeuHcuXL9c3/teYs3uMXGopTbVq1XBzc8NoNBZZMZKQkFCs+eqllNLMnDmTp556CqPx/AtWC1eLKLFWsWRnZ/Pzzz+zZMkSR4ciIiJSjEpppFyYNGkS4eHh7Nmzx9GhiFQohU1YC5tqXi03NzcWL17MxIkTiYuLK5F7SskICQkhNjaWgICAS14x4uvri4uLC56envYVIxaLhZSUFPz9/e3X2Gw2Dhw4cMFSmr1797J161ZGjhx53jEWi4UvvviCoUOHXtlDyjVr48aNXHfddfj6+jo6FBERkWKUGJFyoUqVKjz99NNMnTrV0aGIVCjNmzenbt26hIWFldg927Vrx6OPPsoDDzyAzWYrsfvK1fHw8MDDwwODwcCpU6ewWCznHGc0GsnPzyctLQ0PD49iiZGUlBSqVKmCs7Oz/ZqEhAQ8PDwu+KH3nXfe4ZFHHsHd3f28YzZt2kRQUBBNmza94ueUa9Pq1au1G42IiFyzlBiRcuPRRx9l69at/P77744ORaRCKckmrIWef/55kpKSSvy+cnVCQkI4ceIEVatWJSkp6ZxjjEYjqampBAUFkZeXh7OzM15eXvbEyJXsSJOQkMDKlSt55JFHLhjfsmXLGDZs2OU/mFzTbDYbYWFhF+wtIyIi4khKjEi54e7uzksvvcTzzz/v6FBEKpR77rmHyMhIjh8/XmL3dHZ2ZvHixUydOpVDhw6V2H3l6lzKlr0Gg4G0tDRq1KhBdnY2JpOpyIqRxMTEc/YXuVAZzezZsxkyZEiR8pt/y83N5euvv2bw4MFX9nByzYqKisJoNGolkIiIXLOUGJFy5f777ycmJoYff/zR0aGIVBju7u4MGzaM+fPnl+h9mzVrxnPPPcfo0aPPW7YhZetSGrAajUbS09OpUaMGOTk5ODk54enpSZUqVUhNTSUhIeGyVoxkZWUxd+5cnnzyyQvGFh4eTuvWralVq9aVPZxcs8LCwrjzzjvVUFdERK5ZSoxIuWIymZg+fTrPPfeceheIlKAHH3yQ+fPnl1gT1kITJ07EaDQya9asEr2vXJlL2bL37BUjZydGrrSUZuHChXTu3PmiO9YU7kYjFU9hYkREpDJLzsxlzqZDTFzxN2MW/cHEFX8zZ9MhUjJzHR2aoO16pRy65557+O9//8vXX3/NwIEDHR2OSIXQsmVLateuzZo1a+jbt2+J3ddoNLJw4UI6dOhAr169aN68eYndWy5fSEgIu3btIjg4+JJWjGRnZ2M0Gq+4x4jFYuGdd9656Fbr6enprFu3jrlz517xs8m16dSpU2zfvp2uXbs6OhQREYfYEZPK7IiDbIou6O2Va7baz7mZEpj1YzRdG/vzyC0NaB3i66AoRStGpNwxGo289tprTJ06tcS/3RapzEqjCStA3bp1ee211xgxYgR5eXklfn+5dGeX0lxoxUh6ejo1a9YkJycHg8FwwRUjFouFo0ePUr9+/WL3WrVqFX5+fnTu3PmCcX3zzTd07dqVatWqXd0DyjXnhx9+oGvXrhfcjUhEpKJaEnmUIfMiWb83kVyztUhSBCDn/4+t25PIkHmRLIk86phARYkRKZ969uxJQEAAn3/+uaNDEakw7r33XrZs2UJMTEyJ3/uBBx4gODiYV199tcTvLZfuUpqv/rvHyNmJkbS0NBISEoo0Xz127BiBgYHn/OA7c+ZMJk+efNHeEtqNpuJSGY2IVFZLIo8yI3wv2fkWLtYBwGaD7HwLM8L3KjniIEqMSLlkMBh4/fXXmTZtGjk5OY4OR6RC8PDwYOjQoSXehBUK/sx++umnzJ07lz/++KPE7y+XpmbNmpw4cQJ/f/9LLqUBLlhKc74dabZs2UJCQgL9+/e/YEyJiYls3bpVW7lWQBaLhbVr19K7d29HhyIickU6duxIRETEZV+3IyaVGeH7yM63krx6Fpk7L23jiOx8KzPC97EzNvWy55Sro8SIlFudOnWidevWzJkzx9GhiFQYpdWEFSA4OJj333+fkSNH2j9wS9lydXWlatWqmEymC5bSZGRk2FeM2Gy2C5bSnK+/yNtvv81TTz2Fk5PTBWP68ssv6du3Lx4eHlf3cHLN+f3336lZsyYhISGODkVEpEzNjjhIjvnKduTLMVv4KOKg/efQ0FCOHj1abFzXrl2vKGkj56bEiJRrM2bM4I033iAjI8PRoYhUCK1bt6ZmzZqsXbu2VO4/ePBgWrduzfPPP18q95eLCwkJIT8//7wrRsxmMxaLBV9fX3JycrBarXh6euLt7c2ZM2dISkoiICDAPv5ciZGDBw/y888/c//99180nqVLl2o3mgpq9erVKqMRkUonOTOXTdFJFy2fOR+bDTbuT9JuNWVMiREp11q2bEn37t21FahICSqtJqyFZs+ezZdffqlvORwkJCSEjIwMTp8+fc6VQZmZmXh7e2MwGMjOzsZiseDp6Wnfncbb2xtnZ2f7+HMlRmbNmsW4cePw9PS8YCyHDh3i8OHDdOvWrWQeTq4pYWFhKpESkQphyZIlhIaGUqdOHftOaxEREXTt2pVJkyZRtWpVunTpQnZ2Niv/iiV12xpiPhjOiUVPYU4/ab9P8upZZGwLJznsXeLmPmg/nn3oD+LnPUzsByNI/WUpBuCR52fg5+dHTEwMbdu2xc/PjzNnzvDNN9/g5+fHr7/+Sr9+/fDz82Pfvn0AHDhwgC5duhAUFMTAgQPJysoqy5epXFNiRMq9l19+mffee4/k5GRHhyJSIQwePJjNmzcTGxtbKvevXr068+bN4/777yc9Pb1U5pDzCwkJIS4ujmrVqpGUlFTsfGZmJl5eXgDk5ORgsVjsP3t6euLn51dk/IEDB4okRpKTk1m2bBmPPfbYRWNZvnw59957b5FEi1QMMTExxMXFccMNNzg6FBGRq7Jv3z6eeeYZNm3axObNm3nhhRfYtWsXAJGRkYSEhJCQkEBqaipr1qzhj6gDJG9YQNCImfjd9R/yThwocr+0yK9wrdWMoJHvAGDJSuPU+rkEDH6FGg/NI2vfZtJjD1Cj8wCSk5MJCQlh27ZtJCcn4+npSf/+/UlOTqZz586sWrWK5ORkmjRpAsCIESOYMmUKJ06cwNvbm7lz55bti1WOKTEi5V79+vUZMmQIr7/+uqNDEakQPD09GTJkCJ999lmpzdG7d2+6d+/OU089VWpzyLldbMvejIyMYomRwpUf7u7u+Pr62sfm5ORw4sQJ6tSpYz/28ccfM2DAAIKDgy8Yh81mY+nSpdqNpoIKDw/njjvuuGiPGRGRa8m+fftYt25dkWOJiYn07duXOnXqEBISwoABA+xj/P39eeKJJ3B1deW6664jPT2do/t24VKjMc6+QThXDcYttE2R+7nXa4d36x44uXsDkBu3D3NGCicWPUncnAewZJ4iL/k46Tn5lxV7RkYGW7duZdSoUQQHB7N69Wr7ShK5OJOjAxApCVOnTqVFixZMnDhRTd5ESsC4ceO46667mDJlSql9sHnnnXdo1aqVtvMsYyEhIURGRp53y9709HR7IiQ7O5v8/Hz7zy4uLnh7e9vHHjp0iNDQUEymgrcTOTk5zJ49m59++umicezYsYOcnBw6duxYEo8l15iwsDCGDh3q6DBERC7L7t27WbZsGT169AAK/h709fXlxIkT9jEGgwHb/zcQqVu3rn1L+sJ/ujsbMRjOWn/wry3rXWs0KTavW51WBN77MgDW3CwwGPFxu7zVlDabDTc3N/uXHrm5uSqluQxaMSIVQnBwMOPGjeOVV15xdCgiFUKbNm0ICgrihx9+KLU5vL29WbhwIePGjSMlJaXU5pGizl4xcq7ESEZGhj0RkpOTQ35+vn0FiZOTU5HdY/7dX+Tzzz+nXbt2NG/e/KJxLFu2jPvuu8/+RlIqjuzsbCIiIujZs6ejQxERuSytW7fmjz/+4NSpUxw8eJDExES6d+/O6tWrOX78OHFxcXz99df2/74ZjcU/Tt/Y4Xpy4/djTk/CnHaSnGM7Ljina43G5CUcIi/5ODZzHolfTMEau5MmwQVfRPj5+XHkyBGsVmuR90uFxwGSkpLw8fGhefPmLFq0CICnn36a6dOnl8jrUhkoMSIVxtNPP823337L/v37HR2KSIVQ2k1YAW655RYGDx7MI488UqrzyD9q165NTEwMgYGB5yylOXvFSE5ODnl5eUWaqLq5udn//ezEiNVq5Z133mHy5MkXjcFqtbJ8+XLtRlNBRURE0KZNG6pVq+boUERELkvDhg156qmnaNmyJd26dWP27Nk0b96cN954gy5dutCpUydeeeUVWrZsed57jL/zBqrdPIwTC5/k5P+m4+IfesE5nTx9qd77cZL+9yqxH43BtVZzPBt1ZFDbWgC88sorjB49murVqxcp83n22Wd54403qFq1KgsWLAAKmsTOmzcPf39/Dh48yIsvvnj1L0olYbDZrnQjIZFrzxtvvMG2bdv48ssvHR2KSLmXmZlJSEgIu3fvpmbNmqU2T3Z2Nu3atePFF19kyJAhpTaPFLBYLLi7uzN9+nQSExN55513ipyvX78+bdu25auvvqJXr178/vvv7N69mxo1atCsWTNat27N8uXLARg7diw33HAD48aNY/Xq1bz00kv8+eefF10FsmnTJh5//HF27Ljwt2hSPj322GOEhITwzDPPODoUEZEydfjwYV5++WV+yquPKbQtcPmrIg0G6NkskDnD25d8gHJeWjEiFcrjjz/O5s2b2bZtm6NDESn3vLy8GDx4sP1biNLi7u7O4sWLeeKJJ4iPjy/VuaSgHCYoKAgXF5dzrhhJS0vD3d0dKFgxkpOTYy+lycvLK5L0OHtHmpkzZzJp0qRLKo0pLKORisdms6lvkIhUOnFxcTz00ENcf/31hIaGsuKlMbg7X1k7TzeTE490bVDCEcrFKDEiFYqHhwdTp07l+eefd3QoIhXCuHHj+PTTT7FYLKU6T/v27XnooYd44IEH0ELG0hcSEoLNZivWY8RmsxVrvpqbm1uktObs/3+io6Np2LAhf/zxB4cPH+aee+656Nx5eXn873//U2POCmrv3r1YrdZL6jMjIlLenTx50l564+3tzf79+3n55Zfp3KQWU3o3wd358j5uuzsbmdK7Ca1q+ZZOwHJeSoxIhfPAAw9w4MABIiIiHB2KSLnXtm1b/Pz8WL9+fanPNXXqVBITE/n0009Lfa7KLiQkhLy8vGKJkbS0NJycnOw7EWVlZWEymew/Z2ZmYjab7WMzMzOpUaMGb7/9NhMnTsTZ+eId9H/44QeaNWtG7dq1S/ip5FqwevVq7rzzTjXVFZEKLTU1lalTp9K0aVPy8vLYvXs3b731Fn5+fvYxwzuGMqV3U9ydnf69MU0xBgO4OzsxpXdThncMLd3g5ZyUGJEKx8XFhVdeeYXnnntO3zyLlIDx48eXehNWAGdnZz7//HOef/55Dh8+XOrzVWYhISGcOXOmWClNXFwcVapUwWq1AgWJkcKyGqvVSkZGBjk5OUBBGU3Dhg05duwY69ev54EHHrikuVVGU7GFhYXRp08fR4chIlIqMjMzee2112jYsCHx8fH89ddffPjhh9SoUeOc44d3DGXFuI70bBaIq8mIm6nox283kxFXk5GezQJZMa6jkiIOpMSIVEhDhw7lzJkzfP/9944ORaTcGzJkCBs3buTEiROlPlezZs149tlnGT16dKmX71RmISEhpKSkkJaWRn5+vv14fHw8VapUsSeVc3Jy7GU0KSkpeHp6kp6eDvyzI817773H2LFj8fHxuei8GRkZhIeHM2jQoFJ4KnG006dP8/fff3Prrbc6OhQRkRKVk5PDrFmzaNCgATt37mTz5s189tlnhIaGXvTaVrV8mTO8PVueuY0nb29E/zY16dYkgP5tavLk7Y3Y8sxtzBneXuUzDqbEiFRIRqORGTNm8Pzzz+vDlchV8vb25t577y31JqyFJk6cCMC7775bJvNVRiEhIcTFxeHn58fJkyftx+Pj4/H19bWvGMnOzrYnRhITE/Hz8yM1NRUoWDESEhLCokWLePzxxy9p3lWrVnHzzTcXWWosFce6devo0qWLfZWRiEh5l5+fz9y5c2nYsCEbN27khx9+4IsvvqBx48aXfa/qXq6M71KfWYPbMH/U9cwa3IbxXepT3cu1FCKXy6XEiFRYffr0oUqVKixbtszRoYiUe+PGjWPevHn2D8ylycnJiYULF/LGG28QFRVV6vNVRiEhIcTExBAYGFikz0hhYqRwxUhubq59R5rExEQCAgLsiZHo6GhiYmLo06cPtWrVuqR5VUZTsWk3GhGpKCwWC59//jlNmjRh5cqVrFy5ku+++47WrVs7OjQpJUqMSIVlMBh4/fXXeemll8jLy3N0OCLlWrt27ahWrRo//vhjmcxXr149ZsyYwciRI4uUekjJKEyMBAUFFekzEh8fT9WqVe0JsNzcXLy9vYGCxEjNmjVJS0sDYN++fWzYsIFJkyZd0pxJSUls2bKFfv36lfDTyLXAYrGwZs0aJUZEpFyzWq3873//o1WrVsyZM4f58+ezfv16brjhBkeHJqVMiRGp0Lp06ULjxo2ZN2+eo0MRKffGjRtXJk1YCz344IMEBgYyY8aMMpuzsvD39ycjIwM/P79iK0YKEyMWiwWz2WxPjCQkJFCrVi0yMzOxWCzs2bOH5s2bX/K3Z1999RV33nmnvTRHKpatW7cSHBys3YZEpFyy2WyEh4fTvn17ZsyYwVtvvcXmzZvp2rWro0OTMqLEiFR4r732Gq+++ipnzpxxdCgi5drQoUP56aefiu1kUloMBgOffvopH3/8MX/++WeZzFlZGI1GatasiYeHR7HESLVq1bDZbOTm5uLs7Fykx0hQUBBeXl4cPHiQ/Px8nnvuuUueU2U0FZvKaESkvIqIiODmm29m8uTJPP/88/z555/07t1b245XMkqMSIV33XXXccstt/Dee+85OhSRcs3Hx4dBgwaxcOHCMpuzRo0avPvuu4wcOZLs7Owym7cyCAkJwcnJqUiiKy4uzr5iJCcnp1hiJDAwEF9fXxYtWoSLiws9evS4pLmOHj3K/v37L3m8lD9KjIhIebN161Zuv/12xo4dy/jx49m1axeDBg3CaNRH5MpI/69LpTB9+nRmzZrFqVOnHB2KSLlWlk1YCw0ZMoQWLVowderUMpuzMggJCcFms9lXjFitVhISEqhatSo2m43s7GxMJlOR5quFiZEVK1bQtm3bS/42bfny5QwaNAhnZ+dSex5xnLi4OI4fP07Hjh0dHYqIyEXt3LmTfv36MWDAAAYNGsS+ffsYMWIETk5Ojg5NHEiJEakUGjZsSP/+/fnvf//r6FBEyrX27dvj4+PDhg0bymxOg8HARx99xBdffMGmTZvKbN6KLiQkhNzcXPuKkeTkZHx8fHBxcbGvGHFycipWSmMymThx4sRlrf5QGU3FFhYWxh133IHJZHJ0KCIi5xUdHc3QoUPp0aMHXbt25cCBA4wfP15JewGUGJFK5MUXX+TTTz8lPj7e0aGIlFsGg6HMm7AC+Pn5MXfuXO6//34yMjLKdO6KKiQkhMzMTPuKkfj4eGrUqIHRaLSvGDk7MZKQkGDf3tfPz4+mTZte0jy7du0iPT2dzp07l9qziGOpjEZErmXHjh1j7NixdOrUiRYtWnDw4EGefPJJ3N3dHR2aXEOUGJFKo1atWowZM4bp06c7OhSRcu2+++5j/fr1RZp2loU+ffpw2223XfL2sHJhISEhnDp1yr5i5OzESOGKEYPBgJeXF1arlaSkJPLy8jh58iRms5lGjRpd0jzLli1j6NChqtmuoHJycoiIiOCOO+5wdCgiIkWcOHGCxx57jLZt2xIcHMyBAweYMmWKvURU5Gx6lyKVyrPPPstXX33FwYMHHR2KSLlVpUoVBgwYwKJFi8p87nfeeYf169cTHh5e5nNXNCEhISQkJJCRkUFeXp49MWIwGIokRjw9PTl16hTe3t7MmTOHpk2bkpycTIMGDS46h9VqZfny5SqjqcA2bdpEy5YtqVatmqNDEREBICUlhaeffprmzZvj4uLC3r17efXVV6lataqjQ5NrmBIjUqlUr16dJ554ghdffNHRoYiUa4XlNGXZhBUKdsZZsGAB48aNUzPlqxQSEkJsbCwBAQGcPHmS+Ph4atasWaSUpjAxUlg+M3/+fNq2bYu7u7u9xOZCtmzZgpeXFy1btiyDJxJHUBmNiFwr0tPTmTZtGo0aNSI9PZ2dO3fyzjvvEBAQ4OjQpBxQYkTskjNzmbPpEBNX/M2YRX8wccXfzNl0iJTMXEeHVqKefPJJNmzYwI4dOxwdiki51aFDBzw9Pdm4cWOZz921a1fuueceHn300TKfuyKpWrUqZrMZPz8/EhISzrlixGaz4enpSUJCAlarldtvvx1XV1d8fHwuaY7CpquXunuNlC82m43Vq1fTp08fR4ciIpVYVlYWb775Jg0aNODw4cNs3bqVOXPmUKtWLUeHJuWIEiPCjphUxn3+J53/u4FZP0bz7fZ4Nuw7ybfb43n3x2g6/XcD45f8yY6YVEeHWiK8vLx4/vnnmTJliqNDESm3HNWEtdBrr73G9u3bWbFihUPmrwgMBgMhISFUqVKFxMRE4uLiijRfLUyMeHl5ERcXx4kTJ5g8eTKZmZl4eHhc9P75+fl89dVXDB06tAyeRhxh3759mM1mWrRo4ehQRKQSys3N5cMPP6RBgwZs3bqViIgIFi9eTP369R0dmpRDSoxUcksijzJkXiTr9yaSa7aSay66LD7n/4+t25PIkHmRLIk86phAS9j48ePZvXs3mzdvdnQoIuXWsGHD+OGHHzh58mSZz+3u7s7ixYt5/PHHOXHiRJnPX1HUrl0bNze3IitGCpuvZmdnY7Va8fT0ZP369VStWpX27dtz+vTpS9racP369TRq1Ii6deuWwZNIWfj3ytInvthG0wETOHUmz9GhiUglYjabmT9/Po0aNSI8PJzVq1ezcuVKmjVr5ujQpBxTYqQSWxJ5lBnhe8nOt2CzXXiszQbZ+RZmhO+tEMkRV1dXXn75ZZ577jlsF3t4ETknX19f+vfv75AmrADXX38948eP54EHHtCf4ysUEhKCk5MTiYmJ5yylsVqteHh4sH79em699VYAkpKSLqk0prCMRsq/860sjc7z5bBH0wq3slRErk2FDb2bNWvGkiVLWLZsGeHh4bRt29bRoUkFoMRIBTRv3jyCgoIIDAxk9uzZ9uPTpk1j2rRpQMGbnBnh+8jO/2eFSMLSZ8k5tpPUX5Zy7I0+WLLSsNlsHH97EMmrZwGQnW9lRvg+dsamluUjlYrhw4dz6tQp1qxZ4+hQRMqtwnIaRyUmpk6dyokTJ5g/f75D5i/vQkJCsFqtnDhxguTkZAIDA4uU0pjNZnbv3k12dja33HILULCtr9lsvuB9z5w5w+rVq7nnnnvK4jGkFF1sZWm+zVAhV5aKyLXDZrOxatUq2rRpw7vvvstHH33Ehg0b6Ny5s6NDkwpEiZEKZv/+/TzzzDNERESwZcsWXnjhBfbu3Vts3OyIg+SYLRe8V37ycSxpJ7Hl5xQ5nmO28FFE+d/u1snJiVdffZXnn3++zHfWEKkoOnbsiJubGxEREQ6Z38XFhcWLF/Pcc89x5MgRh8RQnoWEhJCTk8OxY8fw8/PDZDLZV4xkZ2djNptZsGABISEhBAcHk5eXx8mTJ8nKyrrgfb/77jtuvPFG7QRQzlXmlaUi4ng2m41169Zxww038OKLL/Lqq68SGRlJ9+7d1dRbSpwSIxXM6tWr6dmzJ02aNKF+/frccccdhIWFFRmTnJnLpuikC77JMfkGk598nLzk45h8g4ucs9lg4/6kCrFbzd13342rq6saOIpcIUc3YQVo0aIFTz/9NPfff7+SnJcpJCSEjIwM4uLiqFmzJkCRFSN5eXns3LkTk8lEYGAghw8fJiQkhLS0tAveV2U0165p06ZhMBhISkqyN9cdPXp0sXE7YlJ5/qMvObLw6cu6/4VWlh48eJA2bdpQvXp1Hn/88St8AhGpDDZv3kzXrl2ZMGECTz31FH///Td33XWXEiJSapQYqWAOHz5MnTp17D/Xrl2bo0ePFhmz8q9Y+7+n/rKUmPeHk7j8eay5/3wD6Oxfh7zk4+QnH8PZ/5/7ZWxfS+zs0RyaNYwHJ78AwNGjRwkNDeWdd97B39+fVq1akZCQUEpPWLIMBgOvv/46L7zwAvn5+Y4OR6RcGj58OGvWrCEpKclhMTz11FNYLBbee+89h8VQHoWEhHDq1CkSExOpUaMGgH3FSFZWFhaLhUcffZSkpCQCAwOJjo6mcePGZGRknDcJlZKSws8//8zdd99dhk8il2vPnj0cO3aMM2fOnPP87IiD5FkuvLL0fM63snT27NkMGDCAlJQUpk6dekX3FpGK7a+//qJXr14MHz6cUaNGERUVxZAhQzAa9bFVSpd+wyqYnJwcXF1d7T+7uLiQnZ1dZMy+hPSCOuH4/WTu+pEaD36Eb5eR5J/8Zxm6c7Wa5CfHkJ98HOfqBXuA28x5nNn1E0EjZlJj/CesXTaPjIwMAE6cOGHfzrFmzZosW7asDJ62ZNx2223UrVuXzz77zNGhiJRLVatWpV+/fixevNhhMTg5ObFw4UJee+21c5YPyrmFhISQmJjIqVOn7ImRwhUjiYmJADz00EMkJSUREBBAdHQ0jRo1wsvLi/T09HPec+XKlfTq1Qtvb+8yew65PPXr1ycqKoqoqKhzbmtZuLKUK2wddL6VpadPn6Z27doAKrMSkSKioqIYOHAgffv2pU+fPuzfv58xY8ZgMpkcHZpUEkqMVDAeHh7k5PzTEyQ3NxcPD48iY9JzCprm5cbtw73+9Ti5++BaswnOAaH2MQaTCzZzLubT8ZiqBtuPVe87iTN7Ikhe9SY5ZzJISUkBCmoAp0+fjslkokOHDud9w3yteu2115g+ffpF6+ZF5NzGjx/v0CasUPBhb/r06YwcOVIrwC6Rl5cXrq6u5Obm4u/vD2Dfrvevv/7C2dkZo9FoH1eYGPH19T1vOY3KaK59LVq0sCdGWrRoARQ0bg8JCSEoKIgHJ71gH2vNzSJh2fPEvD+c1M3L7cezD/1B/LyHif1gBKm/LAXAnJpI7EdjADAAoyb8h2nTpvHXX3/h5+fHF198wYQJE/Dz82PdunVl98Aics06ePAgI0aM4NZbb6Vjx44cPHiQRx99tMgXvSJlQYmRCqZevXpFGhAe+z/27juu5v594PjrnPYiSpoKSbJHhBvZm9tNhBA3mZk3mbdx47b33vvmtrJH9k2yZ0kymopKu9M65/dHv87XUVHWKT7Px+P7+HLOZ1yf7s5xzvV5X9cVFETZsmUVtimm+f+ZV5lMoU5PJFL8dVDRKoY0NRmRSAWA9NgIIndPREWrGCVauKFb8n93e4yNjeUJmKJY+2dvb0+9evVYtWqVskMRCIqk+vXro6amxpUrV5Qax+DBgzEwMODvv/9WahxFSZkyZVBXV0dXVxfIeg9PT08nICAAXV1dIiMjKV26NIBCYiQ2NjbHsUJCQnj8+DFt2rT5npcgKKCKFSvy5MkTfH19qVSpEhKJhG3btnH9+nUCAwM5889GUpISAUh/85ISTfpgOmgNiQ/Pkvo6gMzkOGK81mPUYxamQzaS7H+VtIjnCueQZEiJSkgDoHbt2kRFReHs7MzKlSuJioqiVatW3/26BQJB4RESEoKbmxv16tXD2tqawMBAxo8fn+OGrkDwvQiJkR9Mhw4dOHv2LH5+fjx79owzZ87Qvn17hW1sjYuhoSpG3dSGlBd3yJQkkhoRSNobxYkOaoYW8jIagLSIQFSLGaJTtTlEvSQxJlL+3I9Q9zd79mwWLVqU64d9gUDwcYWhCWt2HJs3b2b16tXcuXNHqbEUFRYWFohEIvndObFYTHh4OPr6+gVOjOzdu5euXbuirq7+PS9BUEBaWlokJyfz7Nkzypcvj6amJjt37mT37t04OzsjSUpAmpJVKqtmZIWGWSVUtIqhVd6e1NAnpIb5k5EQzevtYwhbN5DMxBjSooJznCf1E9PvBALBzycyMpLRo0dTvXp1SpQoQUBAANOnT6dYsWLKDk3wkyv632YFCipUqMCiRYto1qwZDRs2ZO7cuVSsWFFhm261s5IdmuZ2aFdqTPiGwbw7twE1QwuF7dQMLFA1+N9jWlY1ABGhK/uQEOBD2bLlCAgI+NaX9N1UqlSJDh06sGjRImWHIhAUSS4uLpw4cUJeYqcsZmZmLF26lL59+8pLC6MSU1l3+Tmj991jwPZbjN53j3WXn/8Q07W+lIWFBVKpVL7aTyqVEhwcjLGxMVpaWvLESGJiInFxcZiZmeWZGNm9e7dQRlNEGBoaEh8fj6qqKlKplCZNmlCqVCmWL1+usCL0/dWk768I1bSshoX7Lizcd2E2bCvaNvVznCM9PurbXoRAICgy3r17x+TJk7Gzs0MqleLn58f8+fMxMDBQdmgCAQBCN5sf0MCBAxk4cGCOx2fMmCH/cxObUng9iaREk76UaNJXYTtNy2o59tWt1gIA4z4LEYmgtV1p1rnUkT///uSb989T1MyYMYOaNWvi7u4uv0MqEAjyp2TJknTq1IkdO3YwZswYpcbSs2dPDh8+zPBpC1Cp1i6rkSSQmvG/SSqaqhEsPReAY8VSDGtiTXULfSVFq1wWFhZkZGTIp8x4e3ujrq4u7y8SGRmJsbExz549w9raGrFYnGtixNfXl6ioKBo3bqyEqxAUlJ2dHZqamgAcOnSIatWq0a9fPzw9PUmMicRQVUwGkPbmJakRgajpG5Py4g6GHR1R1Tch+tRK0qKCUdM3JnLvFIo3cEbD3A5pSjzSdAlq6cm8vHUBGldX7oUKBAKlSkhIYPny5Sxbtoxff/2Vu3fvKkzQFAgKC2HFyE9quKM1mqoqn7WvpqoKwxytv3JEhUOZMmXo27cvs2fPVnYoAkGRlF1Oo8wmrJB1Z7v54BmcowpefpFZk7gyFMfLSv7/sbN+kThv9GGXzyvlBKtkxsbGZGZmkpiYiEwm499//8XMzIzk5GR0dHSIiIiQj+qtUKECQK6JkX/++YeePXv+EKWVP4NKlSpha2sLQIsWLRCJRBgbG3PkyBHKli1HWnQYAGqGZXjntZ6wDYPRsWuSVVajo49Bu5G8PTib0DUD0DCvjHaFeqho6aFbtQURO8cTeWYtzj17KvMSBQKBEqWkpLBkyRKsra3x8/PD29ubTZs2CUkRQaElrBj5SVW30GdKO1vmnHxCSrr00zv8P3UVmNLOlmrm+t8uOCWbPHkytra2jB07NkfjWoFA8HENGzZEJBJx9epVGjVqlO/9tm3bxuDBg9HV1UVdXZ1Ro0YxceLEz45jl88rll8JRqSq8cmJozIZpKRnMudk1phfFwerzz5vUaSlpYWKigpv3rzB29ubuLg4LC0tef36NTo6OkRGRlKhQgV5fxHImRiRyWTs2bOHgwcPKukqBPmV26pOV1fXHI+57byN15NITH/PvSm5tnVdtK3r5ni8ZKshua4shazXuUAg+LGlpaWxefNm5syZQ506dTh37hxVq1ZVdlgCwScJt3V+Yi4OVkxpVwktNRU+NUhGJAJ1MST9t4O6JdO+T4BKUqpUKUaMGFGkS4IEAmX5kiasXbp0ITo6mgcPHrB161Z8fHw+KwZTizJM33O5QElfgJR0KXNO+vMwNPazzltUqaioIBKJiIiIYNGiRXTv3h3IGveup6cn7zHyscTIjRs30NDQoEaNGkq4AsG3IKwsFQgEBZGZmcn27duxtbXF09OTw4cP4+npKSRFBEWGkBj5ybk4WLHPzYHWdqXRUBWjqar4K6GpKkZDVUxru9IcGNqQWX1b0bZtWyIjI/M44o9h3LhxnD59msePHys7FIGgyOnTpw/Hjh0jJibms/Y3MjKiffv2XL58+bP2T5BkfPY0DElGJmsuBX7WvkVVRkYGmZmZvHz5kqtXr9K+fXukUimpqakKU2k+lhjZs2cPvXr1KpLj2gW5q26hT7fyYmTpBWtQrKUm/uFXlgoEgv+RSqXs37+fKlWqsGnTJrZt28aZM2ewt7dXdmgCQYEIiREB1cz1WedSB2+PZoxpaUOXGmY0tzWiSw0zxrS0wdujGetc6lDNXJ/ff/8dFxcXOnToQFJSkrJD/2aKFSuGh4cHU6dOVXYoAkGRY2BgQIcOHdi5c+cXHUcsFrNr1y6srKywtLSUL8O/dOkSjo6OjBs3jhIlStC4cWNSUlJYsWIFBgaGJEZH8nrrKEKW90KaJiH2v91E7p1G6GpXYrzWE75pGJH7pgGQGv40a9uVLkSfWolUKuPi07dMmDyVP//8kwkTJmBgYEBqataXw7t371KrVi0MDQ3p3bs3aWlpBAQEKJTdLV++nOHDh3/RtX9PUVFRqKurExAQwJAhQ9DR0UEmk5Genk6xYsU+mRjJyMhg37599BT6SfxQwsPD2TzJFZfK2oilGcikH1+BJRKBlpoKU9pV+unK0QSCn5FMJuPEiRPUrl2b+fPns3TpUq5cuSI04BYUWUJiRCBnoKvB4MblWdqjBpv72bO0Rw0GNy6Pga6GwnYzZsygSpUqODs7k5GRoaRov71hw4Zx586dz17OLxD8zL6kCWtYWBjHjx+nQYMGeHh4cPnyZa5evcq0adN49OgRAD4+PlhYWBAREUFsbCynTp1i5MiRzDl0A9Vihpi4Lsdi1B7E6llTNxCLKdlqKElPrmDU4y8kL+8jy0wn6tgiDNqPxnz4djJiI0gJuI4I8Hsdz+bNmylevDj+/v5oaGiQnp5Ot27dmD9/PmFhYbx7947t27djY2ODrq4u9+/fB+Do0aM4OTl9pZ/ktxceHk7x4sVJSEhgxIgRiEQipFKpPDHy5s0bVFSySiqyxyq+nxg5f/48ZcuWxdpaKJ34UaSnp9OjRw+GDh3K+C4OvN7lQUrgDWQZaUg/WEHy/srSfW4OQlJEIPgJXLhwgYYNGzJhwgSmTZvGrVu3aNOmjbBqUFCkCc1XBQUmEonYsGEDHTp0YMSIEaxdu/aHfCPU1NRk+vTpTJo0iQsXLvyQ1ygQfCuNGjUiMzMTb29vGjZsmK99jhw5grGxMTo6OowdO5a7d+/SsWNHeQf73377jbNnz1K7dm1KlSrFqFGjEIlE1KxZk/j4eAD8I+LJLRejYWKDWF0LNQMLVPUMABnp0WFkxL2Rrx4hM4P06BAkGVKiEtKoWrUqU6ZMkR8jO0HSsmVLAI4fPy5/rlu3bnh6elK2bFkCAgKK1B2z8PBwxGIxIpGIYsWKIRaL5StGVFVV0dHRISgoCBsbG/n7YPHixeWJkewyGsGPY9KkSejp6TFlyhTmzJmDJPwpNoHHeHllC6Ly9SlhVYW6vzTBrFRJbE306FbLPMdNFIFA8OPx8fFhypQpvHr1ipkzZ9KzZ0954lwgKOqEFSOCz6KmpsaBAwe4ceMG8+bNU3Y434yrqyvh4eF4eXkpOxSBoEj5nCasnTt3JiIigufPn+daiiISieQrUMqWLSv/kv5+0jJeUpBVbDJUS5hg4b4LC/ddmA3fhl7tjgCkZmTi4OCQc4/3si5Pnjzh0qVLAHTt2hVPT09OnTpFx44di9TI2pCQEN69eyfvJyIWi5FKpWRmZiISiXKU0cD/VoykpKRw9OhRecNWQdF36NAhDhw4wM6dO0lLS2P+/PlA1s2CzOQ44m8cQuvBv/zpaJTnylKBQPBjuX//Ph07dqR79+44Ozvj7++Pi4uLkBQR/FCKzic3QaGjp6fHiRMnWL9+/Rf3EiisVFVVmT17NpMnT/6skgCB4GfWt29fjhw5wrt37z5r/xYtWnD8+HGCg4MJCwvj0KFDtG7dGiDPxEMxTVVUtIuREReJTCYlMyU+z+OrlTRHlp6KJOghMmkmUUcXkfjoHAAauUzjqFixIqmpqXh5eZGZmcmsWbN48OABAFWqVCE1NZVVq1YVqTIayFoJY2Zmhra2NpGRkYhEIjIzM5HJZEil0o8mRo4fP469vT3GxsZKvALB1/Ls2TOGDBnC/v37MTAwYPv27UgkEszMzHj48CG2traIxWLhy5BA8JPw9/enR48etGnThhYtWhAQEMCgQYNQU1NTdmgCwVcnJEYEX8TU1JSTJ0/yxx9/cP78eWWH80107doVmUzGwYMHlR2KQFCkGBoa0q5dO3bt2vVZ+1eqVIl58+bRuHFjGjRowKxZsz459s/WuBiGjn2IOrGU0GU9kby8l+e2IlU1SnX2IOb8RkJX9UWsroVezbZoqoox1FPPsb26ujr79+9nwoQJmJiYoKWlpbCypWvXrjx79qxIldFIpVLevHnDb7/9hlgsVlgxoqKiQkpKCsbGxjx79kwhMVKsWDHi4+PZvXu3UEbzg0hOTqZr167MnDkTe3t7efIvMzMTZ2dnDA0NKV26NFpaWsKNAoHgB/fq1Sv69+9Po0aNqFGjBoGBgYwaNQpNTU1lhyYQfDMimfCvm+AruHz5Mk5OTpw7d45q1aopO5yv7syZM4waNYrHjx+jqiq05hEI8uvSpUu4u7vz8OHD79KnJyoxlYbzL5Ca8fEJGh+joSrG26NZgcoD0tLS2LdvH97e3qxdu/azz/29ZU+TuXz5Ml27dmX27NnUq1ePnj178uzZMwYPHoxYLOby5cts27aNmjVryvfV09NDLBYTHBxM8eLFlXgVgi8lk8no378/GRkZ7Ny5E5FIxL///suAAQOQSCSMGTOGw4cPU7lyZW7fvo2+vj7//vsvlStXVnboAoHgKwoPD2fOnDns3buXYcOGMW7cOPT19ZUdlkDwXQgrRgRfRZMmTVixYgXt27cnNDRU2eF8da1atcLExITt27crOxSBoEhp0qQJqampXL9+/bucz1BXgyY2pfjcHIxIBE0rlipwz4Ru3boxdepURo8e/XknVpJFixZRqlQpLC0tkUgkCitGRCIRiYmJlCpVimfPnuWYOqOmpsYvv/wiJEV+AJs2beL27dusX79e3svn77//Jikpifbt23PhwgXevHmDRCLB0NBQ2eEKBIKvLCoqij/++IMqVaqgqamJv78/f/31l5AUEfxUhMSI4KtxdnZm1KhRtG3blri4OGWH81WJRCL+/vtvZs6ciUQiUXY4AkGR8TlNWL/UcEdrNHPpEZIfmqoqDHMs+NjZo0ePEhQURMWKFT/rvMpw8+ZNQkJCsLGxwdTUlKSkJMLDw+U9RgDi4+PR0NBAX18fPT09hf3T0tJo0aKFMkIXfEV3795l8uTJHDx4EB0dHQDOnTtHUFAQIpGI0aNHExAQgJ6eHlFRUZiZmSk5YoFA8LXExcXx559/UrFiRZKSknj06BGLFy+mVKlSyg5NIPjuhMSI4KsaN24cTZs2pUuXLqSlpSk7nK/KwcGBmjVrFqll8gJBYdCvXz88PT0/uwlrQVW30GdKO1u01Ar2T5yWmpgp7WypZq7/bQIrZBYvXkzLli0xMzNDVVWV4sWLExQUhFgsljdfjY2NJT09XaG/CEBYWBipqalCKUUR9+7dO7p168aaNWsUknrz588nKSkJQ0NDoqKiqFChAnXr1uXNmzeULVtW6DEiEBRxSUlJzJs3D2tra4KDg7l9+zZr164VEp+Cn5qQGBF8VSKRiKVLl6Kvr8+AAQN+uA9Pc+bMYd68ecTH5z3pQiAQKCpVqhRt2rRh9+7d3+2cLg5WTGlXCS01lU+X1cikqIqkTGlXCRcHq+8RntK9fPmS8+fPU7FiRfkHYRMTE0JDQ+WlNDKZjOjoaOLj43MkRvbt24eJiYmwgq4Ik0ql9O3bl06dOilMUrp9+zYPHjwgLS2NCRMmcO7cOYoXL07dunWJjY2VJ1C+R88ggUDwdUkkEpYvX461tTV3797lypUrbNu2jbJlyyo7NIFA6YTEiOCrU1FRYffu3bx48YIpU6YoO5yvqkqVKrRu3ZolS5YoOxSBoEjJLqf5nslSFwcr9rk50NquNBqqYjRVFf/J01AVI8tIo4ahmITDs2hq8fOMH1y2bBm///470dHRmJqaAlCmTBnevn0rL6WRSqVERUURHR2dIzGyZ88eKlasSGxsrBKiF3wN8+fPJzo6mgULFuR4XE1NDRUVFfr378+5c+eIj4/H3t6e5OTkT06GEggEhU96ejobN27ExsYGLy8vTp48yb///kulSpWUHZpAUGgI4zUE34SWlhZHjx6lQYMGlClThiFDhig7pK9m5syZ1KlTh+HDhws1mAJBPjk6OpKSksKNGzdwcHD4buetZq7POpc6RCemcuBuKP6vE4iXpFNMUw1bEz38TmxF9XUKVbu1wd3dnUOHDn232JQlJiaGHTt28PjxY8aOHUvdunUBKF++PBcvXpSX0gC8efOG8PBwOnXqJN//6dOnhIeH4+DgICRGiqiLFy+yYsUKbt26hbr6/0ZTP3v2jAsXLhATE4OjoyNxcXEkJycTERGBra0tUqkUOzs7JUYuEAgKIjMzk7179zJjxgwsLCzYt28f9evXV3ZYAkGhJCRGBN+MoaEhp06dolGjRpiZmdGxY0dlh/RVlC1blp49e/L3338LK0cEgnwSi8UMGjSIDRs2fNfESDYDXQ0GNy6f4/Egy0HUqlWLp0+f0rBhQw4fPkyXLl2+e3zf0/r16+nUqRNmZmaEh4fLV4yUL1+ejIwMJBIJGRkZqKiooKOjQ2BgIBUqVJDvv2fPHpydndHV1RUSI0VQWFgYvXv3ZufOnZibmys8t2jRIiwsLIiPj5eX0dSpU4enT5/y9u1bIKs07kcrkxUIfjQymQxPT0+mTZuGnp4e69evp1mzZsoOSyAo1IRSGsE3Vb58eY4cOcLvv//OzZs3lR3OVzN16lS2b99OcHCwskMRCIoMV1dXDh8+XKimVllaWtKkSRP279/Phg0bcHd3L1TxfW2pqamsXLmScePGASgkRsqUKYO6ujoxMTFIpVJUVFQoXbo0wcHBlCtXDsj6sL1nzx569eqFvr6+kBgpYtLT0+nRowfDhg3LMVHo9evX7N+/n6dPn6KlpUWrVq04d+4cRkZG1K1bl4cPH6KpqYlYnPXRUegxIhAUPjKZjNOnT2Nvb8/MmTOZN28e3t7eQlJEIMgHITEi+Obs7e3ZsmULv/76K8+fP1d2OF+FsbExQ4YMYebMmcoORSAoMoyMjGjVqtV3bcKaHyNHjmTlypU0btyYtm3bMmnSJGWH9M3s2bOHqlWrUq1aNWQyGeHh4ZiYmABgYWGBSCQiOjqazMxMVFRUKFasGGZmZmhoaABZjTlFIhG1a9cWEiNF0MSJEylevDiTJ0/O8dzy5cupXbs2qampDBkyBJFIxIULF0hLS8Pe3h4/P78cI5sFAkHhceXKFZo0acLo0aOZMGECd+/epUOHDkISUyDIJyExIvguOnTowPTp02nbtq18OW5RN378eI4ePYq/v7+yQxEIigw3NzfWr19fqJbiN2nSBBUVFc6fP8+CBQvw9PTk2rVryg7rq5PJZCxevJg//vgDgNjYWNTV1dHV1QWyEiMZGRlERUWRmZmJWCxGQ0NDofFq9moRkUgkJEaKmIMHD3Lo0CF27twpX/WRLS4ujo0bN/L8+XPU1NQYOHAg9+7dw8jICD8/P+zt7Xn+/DmGhoZKil4gEOTl1q1btG7dmn79+jFgwAAeP35M9+7dc7zOBQLBxwmvGMF3M3jwYLp160anTp1ITk5WdjhfTF9fnz/++INp06YpOxSBoMho2rQpSUlJ3Lp1S9mhyIlEIvmqkRIlSrB8+XIGDRpEamqqskP7qs6cOYOKioq8hCI8PFw+qhegdOnSZGRkEBERgUwmQywWIxKJ5ImR7CZ+PXv2BBASI0VIQEAAQ4cOZf/+/ZQsWTLH8+vWraNRo0a8fPkSOzs7bGxsOHfuHI6Ojjx58oSaNWsSEhIiX10kEAiU7/Hjx3Tp0oVff/2VX3/9ladPn+Lq6oqqqtBCUiD4HEJiRPBdzZkzB2tra3r37i2felCUubu74+3tze3bt5UdikBQJLzfhLUw6d27N9euXePFixd069aN8uXLM2/ePGWH9VUtWrSIcePGyZdVh4WFyfuLQNZ/Gz09PYKCgsjMzEQkEpGamipPjFy8eBEzMzMqVqwICImRoiI5OZlu3boxa9Ys6tSpk+N5iUTC8uXLSU5ORktLixEjRgBw7tw5ypYtS8WKFdHS0iIyMhIrKyuAQrXiSyD42QQGBtK7d2+aN2/OL7/8QmBgIEOHDlWYMCUQCApOSIwIviuRSMTmzZtJSEhg9OjRRf7Dlba2NtOmTcu1XlsgEOTO1dWVgwcPEh8fr+xQ5LS1tRkwYABr1qxBJBKxZs0aVq5cyZMnT5Qd2ldx7949/P39cXZ2lj/2fuPVbIaGhoSGhsrfmxMSEuQTafbs2UPv3r3l2xYvXlxIjBRyMpmMoUOHUr16dQYPHpzrNjt37qR69epcvnwZmUxG9+7dSUlJwcfHB5lMhr29PQDv3r1TKKsS+hYIBN9XcHAwgwYNwsHBAVtbWwIDAxk3bhxaWlrKDk0g+CEIiRHBd6eurs7Bgwe5fPkyixcvVnY4X+z333/nxYsXXLhwQdmhCARFQunSpWnRogV79uxRdigKhg0bxrZt20hKSsLCwoLp06fj5uaGVCpVdmhfbPHixYwcOVLhjmJuiRETExMiIiKQSqXIZDKioqKwsbFBIpHg6elJjx495NsKK0YKv40bN3Lnzh3WrVuXayIjMzOTBQsWYGtrS2ZmJt27d0dPTw9vb2+qVavG48eP5YmRpKQkqlat+r0vQSD46UVERDBy5Ehq1KiBoaEhAQEB8jG8AoHg6xESIwKlKF68OCdPnmTFihXs3btX2eF8ETU1NWbNmsWkSZOK/AoYgeB7KYxNWK2srGjUqBG7du0CshIl6enpbNy4UcmRfZmQkBBOnjyJm5ubwuO5JUbKlClDdHQ0MpmMzMxMEhISsLCw4OTJk9SsWVNh++LFixMXF/dDJI5+RHfu3GHKlCkcPHgQHR2dXLc5fPgwhoaGHDp0CB0dHQYMGACAl5cXLVq04NatW9StW5f4+HikUqm8jEogEHx7MTExTJw4ETs7O8RiMU+ePOHvv//OtU+QQCD4ckJiRKA05ubmnDhxgpEjR3L58mVlh/NFnJ2dkUgkHDlyRNmhCARFQvPmzYmLi+POnTvKDkVBdhNWmUyGiooKGzduZOrUqYSHhys7tM+2YsUKXF1d0dfXV3g8t8SItbU1cXFxyGQy0tLSsLS0REVFRT6N5n2qqqpoa2uTmJj4rS9BUEAxMTE4OTmxdu3aPJMZMpmM+fPn06tXL4KDg9HX16dx48ZAVn8RBwcHQkJCqFy5MsHBwchkMnmz3sKU0BQIfjTx8fHMmjULGxsbYmJiePDgAcuWLaN06dLKDk0g+KEJiRGBUlWtWpW9e/fSvXt3fH19lR3OZxOLxcydO5cpU6b8EE1lBYJvrbA2YXV0dEQkEnHx4kUg6z3Kzc0Nd3d3JUf2eeLi4tiyZQujRo3K8VxuiZFKlSqRkpKCVColPT0dW1tb4uLi8PLy4rfffstxDKGcpvCRSqX07duXzp07061btzy3u3DhAomJiZw8eZJixYoxcOBARCIR0dHRPHv2DLFYTPXq1VFVVcXX1xc1NTU0NTXl+ws9RgSCryslJYVFixZRoUIFAgIC8PHxYcOGDVhYWCg7NIHgpyAkRgRK16xZMxYvXkz79u2L9F3Zdu3aUaJECXbv3q3sUASCIqF///7s37+fhIQEZYciJxKJcHd3Z8WKFfLHpk2bxqNHj/D09FReYJ9p06ZNtGrVCktLyxzPfTiuF8DGxkbeX0QsFlOpUiUOHTpEs2bNKFGiRI5jCImRwmfevHm8e/eOBQsWfHS7+fPnM27cOLy8vMjMzKRfv35A1vShRo0acf/+ferWrQuAr68vurq63zx2geBnlJaWxpo1a7C2tsbb25vz58+za9curK2tlR2aQPBTEQZdCwoFFxcXQkJCaNeuHVeuXKFYsWLKDqnARCIRf//9N3369KFHjx5oaGgoOySBoFAzNjamWbNm/PPPPzn6XyhT7969mTx5Mi9fvqRs2bJoamqyYcMG+vTpQ7NmzQrl+1NUYioH7oTiHxFPvCSDYpqqVCilw7K1mzi8d2eO7aVSKRERERgbGys8np1AkclkqKqqUqFCBfbs2ZPnRBMhMVK4nD9/npUrV3L79m3U1NTy3O7u3bv4+fkRFhaGWCymQYMGlClTBvhff5GrV6/KVwkFBgYKfQ0Egq8sIyODnTt3MmvWLCpWrMiRI0dyHaktEAi+D2HFiKDQmDhxIvXr16dbt26kp6crO5zP0qhRIypXrlzoygMEgsLKzc2t0L1edHR06N+/P2vWrJE/5ujoSKtWrZg0aZISI8vpQUgsbjtv03D+BZaeC8DzfjgX/N/geT+cpecCUO06j43+Wdu97+3btxQvXlwhgRuVmMr+x+8o2WEspbpOQ7/tKO5JDLnz+Cnt27fP9fxCYqTwCAsLw8XFhV27duVYCfSh+fPnM3bsWNatW4ehoSH9+/eXP3fu3DlatGjBzZs35RNpgoKCMDExkW8j9BgRCD6fVCpl3759VKlShW3btrFjxw5Onz4tJEUEAiUTEiOCQkMkErFy5Uo0NDQYNGhQkf3gNWfOHObOnSs0JBQI8qFly5ZERUUVuiasw4YNY+vWrSQlJckfW7hwIYcOHcLb21uJkf3PLp9XOG/0wetJJKkZUlIzFKfDZMhEyMSqnPWLxHmjD7t8Xsmfe7+/iGJy5Rm6lZuiXaEe2naOnAoVo99vFaMP+uZIroCQGCks0tPT6dGjByNGjKB58+Yf3fb58+dcuHCBmjVrEhERgUQi4ddffwXgxYsXJCUlYWhoSEJCgnwpf0REhHxFSTahx4hAUDAymYxjx45Rq1YtFi1axIoVK7h06RKNGjVSdmgCgQAhMSIoZFRVVdm7dy9+fn7MmDFD2eF8lho1auDo6Mjy5cuVHYpAUOhlN2EtbCNxy5Ytyy+//KLQM6hkyZIsW7aMQYMGkZaWpsTospIic04+ISU9k0/lkGUySEnPZM7JJ/LkSHZi5FPJlUzESEUquSZXICsxEhcX9xWvTPA5PDw80NfXz9eKpkWLFjF48GBmzJiBkZERzs7OaGlpAVmlOC1atOD27dvY29vLkx8xMTFUqFDhm16DQPAjO3/+PPXr12fy5MnMmDGDmzdv0qpVKyHBKBAUIkJiRFDo6OjocPz4cXbt2sWmTZuUHc5n+euvv1i6dCnR0dHKDkUgKPT69+/Pv//+W+hWWWU3YX1/9Vr37t0pW7Ys8+fP/6Jj//PPP1hZWWFubq6QFFqwYMEnm2Y+CIllzkl/UtKleW6T+PAcUceXKjyWki7FY8E6evZ3Izw8HGm5hl+UXAFhxUhhcODAAQ4fPsyOHTsQiz/+sS4iIoJ9+/YxcOBA/vvvP0QiUY4ympYtW3Lr1i15GY1MJiMhIQE7O7tveh0CwY/I29ubZs2aMWTIEEaOHMn9+/f59ddfhYSIQFAICYkRQaFkZGTEqVOnmDp1KqdOnVJ2OAVmbW1Nt27dvvjLk0DwMzA1NaVJkybs3btX2aEoaNasGTKZjEuXLskfE4lErFmzhuXLl+Pv7/9Zx42IiMDDw4Pbt29z7do1Jk2aREREBAATJkxgwoQJH91/9aVAJBmKY8ETH54jaOGvhCzvRcjyXsR4rSPt7asc+6rbNqJ4czcehMYSWKzaR5MrH5KE+hH0z0zmnPTnYWgsICRGlC0gIIChQ4eyf//+fDVHXbFiBT179mTNmjVoampiaGgo72sglUo5f/48zZs3V+gvEh8fj0wmw8bG5ptei0DwI7l37x7t27fH2dmZXr164efnR69evVBRUVF2aAKBIA9CYkRQaNnY2HD48GH69etX6PoP5Me0adPYvHkzYWFhyg5FICj0CmMT1txG9wKUKVOGadOm4ebmhlSa/8RCtmfPnlGsWDEMDQ2xtLRk1apVZGZmfnpHshqkXg54m+sKD22b+liM2oPFqD2UbDkE9VJWObaRyeDi07f4JJYkM4+PAKFrBpARG5njcU1zO4y6TUOSkcmaS4GAkBhRpqSkJLp27crs2bPz1bQxPj6eDRs28Mcff7B582bKlCnDgAED5Heu79+/T6lSpTAzM1NYMRISEgKAubm5/FhFtQeYQPCtPXnyBCcnJ9q1a0fr1q159uwZAwcO/OiUKIFAUDgIiRFBoVa/fn3Wr19Pp06dePXqlbLDKRAzMzN+//13Zs2apexQBIJCr1WrVkRGRnLv3j1lh6KgT58+/Pfffznef0aMGEFqaiqbN28u8DFr1qxJbGwszs7OvHjxAmdnZ/kUkRkzZij0V3J1daVjx46Ympri4eFBRetyRJ5YgSToIeGbhxOxczwhK1xIDrier3MnPjxHxNElRKmWArK+EKdGBPJ66yhClvfi7dGF8i+9qeFPsx5f6UL0qZXyx7OTK9GJqUJiRElkMhlDhw6lZs2a+R51vX79elq1akVgYCAxMTFERETg4uIifz57Gs2rV6/Q0NCQ/04+e/YMmUyGgYGBwvGEUgCB4H9evHhBv379aNKkCXXq1CEwMJCRI0cqTP4SCASFm5AYERR6Xbp0YdKkSbRp04aYmBhlh1MgEydO5ODBgzx79kzZoeRLVGIq6y4/Z/S+ewzYfovR++6x7vJzohNTlR2a4AenoqLCwIEDC92qER0dHVxdXRVG90JWvBs3bmTy5Mm8fv26QMfU1dXFx8cHFRUV7OzsmDdv3ke3t7CwYNKkSZw6dYrWoxeR9CIreZQeFUKJFoMwdVtHatgTMlPic+wbe/UfQlf2IXR1PxIfXwAgLSGGiH+mEHN+E8FLuhOxczzFf+lNsfpOJPtfQ5oQRfjWkUTsHE+JVkMxH76djNgI4q7tJWL3RCArpXLgbijDhw/Hz88Pa2trSpcuLS87ioyMpEOHDpiYmNC8eXPevHlToJ+R4OM2bNjAvXv3WLduXb4SFKmpqSxbtowJEyYwefJkrKyscHR0xMjISL5NbmN6AXx9fdHR0RESIQJBLsLCwhgyZAj29vZYWVnx7NkzPDw80NHRUXZoAoGggITEiKBIGDFiBB07dqRTp05IJBJlh5NvJUuWZMyYMfz555/KDuWjFMd1BuB5P5wL/m/wvB/OsnMBNJh/gcG7buc6rlMg+FoGDBjAvn37Cl0T1uzRvcnJyQqPV6tWjUGDBjFy5MgCH9Pc3Jzdu3dz+fJlFixYwIULF/Lc1t7eHj09PWrWrEm6qrZ85Ya6UVk0TGxQ0dRFzagsqcGPCVnpQshKF5IDvJGlS5AEP8LUbT3GfRbz7uIW+TFTw5+iWqwUpXvOzXpAmkHxul0oM/4QYj1DSnWaACIRbw/NJnR1P9Iin5MR/7/khiRDiv/rBMRiMWFhYdy/f5/Ro0ezZMkSAEaOHEnHjh15/fo1v/zyC3PmzCnwz0iQu9u3bzN16lQOHjyItrZ2vvbZuXMn1apVw9LSkjt37qCjo6PQdFUikXD9+nUcHR0Vymggq49JiRIlvvp1CARF2du3bxk7dixVq1ZFT0+Pp0+fMnPmTIoXL67s0AQCwWcSEiOCImP+/PmYm5vTp0+fz6rrV5ZRo0Zx6dIl7t+/r+xQcvWpcZ2S/38sr3GdAsHXYmZmRqNGjdi3b5+yQ1FQrlw5GjRooDC6N9u0adO4f/8+R48ezffx1qxZw19//QVAvXr16NmzJ3fv3s1z++w79SKRCD0NVfnjCn0eZDLUSlli4b4LC/ddaNs0QKSmSckWbsTfOkLU8SVIk2Llm6toF0evTidEKqqIVNSQpmYlfdKjQiAzHZChWsJEfjyz4dvQtqmvEFe8JB2xWIyOjg66uro4ODgQH5+1auXcuXP8+eefGBsbs2bNGp4+fZrvn48gbzExMTg5ObF27dp8N0PNzMxk4cKFeHh4MGnSJIoXL05UVBTt2rWTb3Pt2jWqVq1K8eLFuXXrFnXr1pU/FxQUhLGxscIxhR4jgqLma62IjY2NZerUqdja2pKWlsbjx49ZuHAhhoaG3yhygUDwvQiJEUGRIRaL2b59O2/evOGPP/5Qdjj5pqury+TJk5k8eXK+95kxYwYikYi3b98ik8nQ1dXF1dUVgG3btsn//L68Hv/QoEGD5CtYdvm8YsL8Nbzc+keBx3W+evUKKyurfF9TtmvXrtG5c+cC7yf4ORTGJqyQNbp35cqVOb4QamlpsX79eoYPHy5PCnxKhQoV2L17N1FRUcTHx3P16lVq1qyZr33Ll9Ilu6Ih/e0rUsOfkpmSQPrbl4i1iilsm5kcy9vDc1AraYphx7EKz6kWL41IJELNwAxkUtLeBiGTZhJ3bS+yzAxU9Y2RpaciCXqITJpJ1NFFSF4oJm+KaaohFotJSUkBFHtOyGQyHj58SEREBK9fv2bXrl35uj5B3qRSKX369KFLly5069Yt3/sdOXIEfX19GjduzO7du7G1tcXFxUWhGWR2GU1mZiZ3795VaOYaHh5OmTJlchxXKK0RFAVfa0VsYmIic+fOpUKFCoSHh3Pnzh1WrVqFqanp97kQgUDwzQmJEUGRoqGhgaenJ6dPn2bZsmXKDiff3NzcePLkCf/991+B9vPz8yMoKIikpKSvFkvz5s3577//eBASy5yT/iS8eoSmVfV875+SLmXOSX+evM7fl8APNWzYkCNHjnzWvoIfX5s2bXj9+nWhW2HVvHlzMjIyuHz5co7nmjVrRsuWLZkyZUq+jtWyZUt69OhBtWrVqFSpEr/99hvNmzfP175tq/7vzr26UVlir+wifONQNMwro6Klp7BtZnIc6qWt0a7UiGT/a4oH+v/vtCIVNTTKVCX56VVCV/VFpKqOqn5pMhNjMOw0nhiv9YSu6otYXQst6/+tItBUFWNroodYLCYhISFHwqh58+asX78eyBoRm98GoYK8/f3338TFxRVoDLxMJmPevHlMnDiRQ4cOkZycTFBQkEIZDfwvMfLkyROMjY0VSmeio6MpX778V7sOgeB7+RorYiUSCcuWLcPa2pqHDx9y9epVtmzZ8lk3hgQCQeGm+ulNBILCpUSJEpw6dYqGDRtibm5eoDtnyqKhocHMmTOZNGkS//33X77utJUvXx5fX18SExO/6ofSZs2a8fvvv7PynD+SjExSQ/0o2XpYgY4hycgUSmoE30R2E9aNGzeyevVqZYcj9/7oXkdHxxzPL1q0iMqVK9OrVy/q16+f8wAfmDlzJjNnzszx+PsTaSBrJVi27BVh/Vee4OhpL0TqWpR2zirJSXx4jpSX/xtrrlutBZplqvLm4CxCV/VFp1ITROpaaJpXorxZKR6c3iPfVkWrGDq/9Ea3WgsAUp7fIurEUmSpyZRsPQwduyYASIIeyveRAd1qmfM3We9vH/aFWblyJQMGDKBUqVJUrFgx1zIkQf6dP3+e1atXc+vWrQKN/bx06RLx8fF07tyZatWqUblyZbS0tKhcubJ8m5iYGAICAnBwcGD37t0K/UVkMhnx8fFUqlTpq16PQPCt7fJ5xZyTT0hJ/3Tp9fsrYgFcHKxIT09ny5YtzJ49m5o1a3LmzBmqV8//TSSBQFD0CCtGBEWSpaUlx48fZ9iwYVy9elXZ4eRL7969iY2N5eTJk/navkqVKvj6+uLr60uVKlU+65wnT57Ezs4OExMT+RcuIyMjLK3KcvaKNxnJ8WTEv0XD1BaAhPunCV3tSshKF+J8DgCQERtJ6JoB8mPG/rebd1d2c/1FDKlp6XTt2hUjIyOGDh0qv2t89+5datWqhbGxMaNHjyYzM1O+/6VLl3J8sfTx8aFy5coYGBjQuXPnItVgV/D1DRgwgH/++eerrpT6Gvr06cPly5cJCgrK8VzJkiVZsmQJgwYNIi0t7ZvGMdzRGnUVFYXHdKu1oFRnD4XHVPVLY/r7aizcd1GyxSDKjN2PXukytKpUimpOo+UlOYYdxsiTIgBa5e0xH7YVizH75EkRAE3Lahj3nodIBE0rlsJAV4NXr15RsmRJYmNjcXR0lE+lMTY25uTJk7x9+5arV69iaWn5bX4YP4GwsDBcXFzYtWuXfIRufs2fP5/x48fz+vVr/Pz8MDIyyrFa5MKFC/zyyy+oq6vn6C+SPYq5QoUKCvsIPUYE38LHyojza9u2bahraODarDrPlroQ5/1vvvfNWhH7hHkb9mBra8uBAwc4cOAAR48eFZIiAsFPQEiMCIqsGjVqsGvXLrp164a/v7+yw/kkFRUV5syZw+TJk/PVPLZixYo8efIEX1/fz7pb9/btW9zd3Tlz5gzPnz/n33//5d69rDGfxpXsSQl+TGqIHxrmdohUVJFlpJH06DzGfRZhNngj8TcOyRsy5kYERLwOp3v37gQFBXH79m0OHDhAeno63bp1Y/bs2bx69QpfX99P9oyYO3cuI0aM4M2bN9ja2nLnzp2Pbi/4sZmbm/PLL7/w77/5/0D7Pejq6tKvX78co3uzOTs7U6ZMGRYuXPhN46huoc/cYd0p67qgQPtpqYmZ0s4WadQrHPTi0FRV+fROudBUVWGYo7X87/r6+vIv0IKvKz09ne7du+Pu7k6zZs0KtO+9e/d49OgRLi4uTJgwASMjI27fvo2zs7PCdtllNECOiTQhISGIRKJcEzJCjxHBt/KlZcQWNZtgMXoPpgPXkPDgDGlvXuV735TUDLbdfM3mzZvx8vKiXr16nxWDQCAoeoTEiKBIa9WqFfPmzaNdu3ZEREQoO5xP6tSpE9ra2uzdu/eT22ppaZGcnMyzZ88+q5TGx8eHsLAw7O3tKVeuHK9fv8bX1xcA3XLVSQp6TGqoL5qW1QAQqapj0HEcSX6XiDqyAKkkEWlKQp7HT82QoqGjR48ePdDS0sLJyQlvb2/8/f1RV1enXbt2aGpqMmzYsE+ukmnUqBGbNm1i7dq1DBo0iIYNGxb4egU/lsLahHX48OFs2bIlx+heyPqiuHbtWpYuXUpAQMA3jcPFwYop7SqhpabCp76fikSgpabClHaVcHGwIjw8nOoW+kxpZ4uWWsE+BmQnV6qZ68sfExIj386ECRMoWbIkEydOLPC+CxYsYMyYMairq3Po0CHs7e1p164d+vr6CttlJ0ZSU1Px9fVVaAQcHBxMZmam0GBS8N1klxH7+vp+1mefBEk6bxNSkclArKmLulFZ0qOD838AsRiZiR1V63y6JFIgEPxYhMSIoMhzdXXF1dWVDh065KhzL2xEIhFz587lzz//zNdye0NDQ+Lj41FVLXg7IJlMRtOmTYmIiCAiIoLg4GC6dOkCQLFy1UkNf4ok6CGallnLQ9NjI4jcPREVrWKUaOGGil7uo+cyE6LfvyL5n8Rica7Lq0Ui0SeXXY8fP56tW7eSmZlJ8+bNOX/+fAGvVvCjadOmDaGhoTx8+PDTG39H5cuXx8HBgT179uT6vKWlJVOnTsXNze2bjxV3cbBin5sDre1Ko6EqRiTNUHheU1WMhqqY1nal2efmgIuDFZA1ZcTU1LRAyRVkUoXkyvuExMi3sX//fo4cOcKOHTsQiwv2ce3Fixd4eXnh5ubGpk2byMjIIDQ0lAEDBihs9/LlSxITE6lSpQoPHjygQoUKaGtry5/38/NDQ0MDdXX1r3JNAsGn5FZG3LFjR0xNTfHw8MDS0lLezDm3cuHbr97Jj5WRGEPa6wDUSlkhCXpIxO7/JRijji8l8eE5+Z8T7p4k6sQywtYPQgQcuBvKpUuXsLKyomLFivTv359WrVoBeZcLi0Qi/vnnH8zMzChXrpz8ZpRAICgahMSI4Icwbdo0atSoQffu3cnIyPj0DkrUtGlTypUrx+bNmz+5rZ2dHba2tp91HgcHB+7evYufnx8SiUQh4WBYQh/VEiZkxL1BvXQ5ANIiAlEtZohO1eakRb4gMyEKAJGGNtKUeKTpEjLio0h++r/pFqlJ8Xh6eiKRSDh06BD16tXD1taWtLQ0zpw5g0QiYe3atbRr1+6jsbZo0YLo6GhGjRqFo6Mjt27d+qxrFhQ9UYmprLv8nNH77jFg+y1G77vHusvPiZNk8vvvv7Nx40Zlh5jDyJEjcx3dm83d3Z2kpCS2bNnyzWOpZq7POpc6eHs0QyvwPI0sNCivmYxpaghjWtrg7dGMdS51FFZ4ZCdGIGdyRZqeqnB8VaSoq4jIeHWXhW1McyRFQEiMfAtPnz5l2LBh7N+/X2FCTH4tWrSIwYMHU6xYMebNm4eDgwMxMTE5ynHOnz9PixYtEIlEOfqLAAQEBORYYQL56zGS12s7OjH1k/sKfl65lRFbWFgwadIkTp06haenJ+fOncuzXPh1XAqJAT6ErHQhbLUrmmVroW6Yc9z0h+J89qNhbodx3yVIMqT4v07Aw8ODtWvXsmzZMgIDAzl79uwny4VPnDjBq1evaNmypXwyl0AgKBqExIjgh5C9hF0mkyk0AS2s5s6dy+zZs3Ndjv++SpUqfXZixMjIiM2bN/Prr79iaWlJo0aN6NSpEwC2xsXQLVsDzTJVEYmy3ga0rGoAIkJX9iHlmQ+q+sakvwtDRUsP3aotiNg5nhivdWhXdsw6QWY6KhrajBs3DhMTEypVqkSPHj1QU1PjwIEDTJw4EUtLS2xtbRk8ePBHY50yZQrDhg3DwMCA58+f069fv8+6ZkHR8SAkFredt2k4/wJLzwXgeT+cC/5v8LwfzrJzATSYf4Hnps3Z63X9k6+T761Fixakp6dz5cqVXJ9XUVFh06ZNTJ48+buV+BnoahB9dR8LulRmgkMxtB8eYHDj8hjoauTY9v3ECPwvuXJqaB1i/9tN64ol0IoJRPr8OuVT/Lk+sTmDKoHnlhW5nltIjHxdSUlJdO3alTlz5lC7du1875ediBiy3Ycj70yItunA7IM3CIqIpmzZsvTr1y/HyhMvLy95f5GbN28q9BeBrBUlRkZGuZ4vrx4j+XltD951mwchsfm+NsHPI7cyYnt7e/T09KhZsyYlSpRAKpXmWS6cki5Fq0I9LNx3YT5iB2mRL0j0vZjLmRQ/J2qVq41e9VbysefxknQ0NTXJyMiQ/w/4ZLnw9OnTUVNTw8HBgfj4+G/zQxIIBN+EMK5X8MNQU1Nj//79NGnShDlz5jB16lRlh5SnOnXq0KBBA1auXImHh0eO5z8c2Qn/G9WZXTqU2/MfPt6hQwc6dOiQY9tutc1Z2rQfqRn/W+ov1tTFuE/uTSNLthqS4zENVTFeFy/hdeww+/fv5+LFi0ycOBEnJyfq1Kkjb/T6ofcnV2Rr2rQpT548yXV7wY8na4xi1rjo3HKYkv//vbz6Kh7dzlMZv+Eoq0c759xQSUQiESNGjGDlypU0adIk122qV6/OgAEDGDVqFPv27fvmMaWmphIbG0vp0qWxtrYmMDAw1+0kEgmJiYkYGuYslbt2/jSp94+z3vUgnQ7N4/bt26RYW2OgOx53d3esra2ZMWMG5ubmCvsJiZGvRyaTMWTIEGrXrs2gQYPytc+DkFhWXwrkcsBbIKv/k5pVLU77xyCSZmA+fBsXgh+wob3iaHupVMr58+dZtGgRkNV4dfTo0QrbhIWFFajPQ35f22f9IrkSEMWUdra5rkIS/NwMDQ159eqVvIw4Own3fjIuu1z41KlTACQkJCAWi9lxbZF8GxUdfbTK1iA1zB/Vioq9yxTLgpFP58tWTFMNOzs7Jk2aREZGRp6rfD8sF85+vQjNiQWCokdYMSL4oejq6nLixAk2b97M9u3blR3OR/31118sWrSId+/efXrjr8xQV4MmNqU+3VcgD9njOpvWt2fu3LkEBARw+PBh1NXVcXFxoWzZsvzxxx/4+PgU+tU7gu8r64vTE1LSc//i9D6ZDGRiNU6Ga7DL59V3iS+/+vbty8WLFwkOzrup3/Tp07lz5w7Hjx//5vGEhYVhYmKCWCzG0tKS169fk5qas2Th9evXmJiY5Pqh/eTJk1hYWABQvHhx0tLS8PX1RSaTUbJkSQYMGMDixYtz7CckRr6e9evX8+DBA9auXZuvL1a7fF7hvNEHryeRpGZIFZLdADKxKqiooWpVi3EnQhReRw8ePMDQ0BALCwsSEhIICgrKMRr+7du3lCtXLl+xF/S1nZKeyZyTTwrda1ugfPkpI86rXNikuBYq///akUoSkQQ9RK2kGSINbTITopDJZKRFvkAS8jjPY2uqirEx0ubYsWPcvHkTf39/eVP4T5ULF7QfkEAgKDyEV28RI9TsfpqxsTEnT55kwoQJeHl5KTucPNna2tKpU6dvPtozL8Mdrb/auE6RSET16tWZPXs2/v7+HDt2DG1tbfr374+lpSVjx47F29v7mzejFORu27ZtOUZ0fkx20zsTExOWLVum8NzevXtxd3fPsc+lS5dwdHT86OMPQmKZc9KflPSC/R7IVNT567gfD0NjC7Tf1/Th9enq6tK3b1/Wrl2b5z5aWlqsX7+eYcOGkZCQ94SnryEkJESe1FBVVaVMmTK8fPkyx3ZhYWF5Thi5ffu2vHSjRIkSpKSkIJPJePPmDQBjx45l+/btvH37VmE/fX194uLivubl/JRu377Nn3/+yYEDBxQaoOalIIkIROIciYhz585hbm6OhoYG5ubmpKenKyS+ZDIZcXFx+Srn/NzXdkq6lDkn/RVe23m9xwh+HvkpI86rXLiOVQkSn3oTsrwXYevdUDO0RK9GW9RLl0etlBURO8YSf/Mw2jZ5T52RAd3tLalVqxaWlpaYmprSuHFjHj58+FnlwgKBoGgQSmmKiNyWymbTVI1g6bkAHCuWYlgTa6pb6CspysKjUqVKHDx4kN9++w0vLy+qV6+u7JByNX36dGrWrMnIkSMxNjb+rufOHteZ9cE6/x9mcxvX+T6RSETVqlWpWrUqs2bNwtfXl/379+Pm5kZsbCxdu3bFycmJBg0aCHdWCoHcpgb16dOHiRMn0rFjR2rUqEGHDh2wts5KhDk7OxcoyfK+1ZcCkWRkfta+qRmZrLkUyDqXOp+1/7cwfPhw6tevz59//omWllau2zRv3pxmzZoxZcoUVqzIvUfH1xAaGipPjADycpoPv1x82F8km0wmIzg4mClTpgBQsmRJUlJSqFWrFn5+fpQuXRpTU1OcnJxYsWIFf/31l3xfYcXIl1u1ahXu7u7o6enRoEEDIGtU74QJE3Ld/mOJiCS/y6SGPslRAikJekjE1T3MYSHVzPXx8vLCzs4OqVRKUFAQzZo1Y+vWrTg6OsqbtYpEolxLaT58z/iS17bkg9f2l7zHCIq2j5URv//nV69eAbmXC/fs1oWdz0REqpZG9MFnDKOuuZdYG3YYI/9z9orYl/6P0NHR4c2bN8hkMiZOnMjWrVtZunQptWrVyrVc+P3XRV5lzwKBoPASvpUUAZ9aKiv5/8fO+kXivNFHWJb6/3755RdWr15Nhw4dPrrcXZnKlClDv379mD17tlLOX5BxnSIReY7r/JjKlSszY8YMHj9+jJeXF4aGhgwbNgxzc3Pc3d25fPmyfNSdQPmePXtGcHAwvXv3pnjx4rRt25bTp09/8XGjElO5HPD203e28yISc+Hp20K1Os7a2pp69erlObo32+LFi/n333+5cePGN4slJCREofdHhQoVePbsWY7t8kqMhISEkJ6eTps2bQDQ09NDTU2N8uXL4+fnJ99uwoQJrF27VqGpoJAY+TJSqZQNGzZQsWJF4uPjiYqKIioqKs+kCHw8EaFj1yTXvlDZJBmZrDwfwPXr1+WJs/j4eJo0aUL79u25fPkykJVsU1FRwczMLNfjZJf6fOlrWyaDi4XstS0oetLT01m+fHnWahNpEFrqn3fvN3tFbIUKFUhMTMTExAQTExOuXbsmHxMsEAh+TEJipJATana/jJOTE2PHjqVt27ZK6eWRH5MmTeKff/7hxYsXSjn/h+M6NVUV3xY0VcVoqIppbVeafW4OX9Qor1KlSkybNo2HDx9y8eJFjI2NGTVqFObm5gwfPpyLFy8KSZLv5I8//pA34DQ0NKRixYoAPHnyhLJly8q/9HTv3p1q1arJ99u2bdtn3QU7cCdU/ufU8Ke83jqKkJUuRJ/639jboHkdSPK7TOiqvoSt/Z20t0EApMdGELF7Is8XO9Put+4kJSUpxLJo0SJMTEx4+vQp27Zto2HDhtjY2NC3b18aNWpElSpVSE9P5/r161SpUgUjIyOcnJzkUwasrKzYsmUL1tbWlC5dWt4cOCAggNq1a2NhYcG2bdtyva5Pje4FMDAwYMmSJQwaNIj09PQC/+zy4/1SGiDPBqx5JUaOHz+OhoaGfOWatrY2GhoaWFhY4OvrK9+ufPnytGrVinXr1skfExIjX2bu3LlIJBKF19nHfI1ExKWAt1SqWVdespOQkCAf1SsWi3F0dGTv3r2kpaUxbNgw+b67du3CysqKkJAQDhw4kBX/pgOE7PhfE/Go40tJfHgOSfBjIvf9KX88xms9CfezkqwJ908TutqVkJUuxPkcQAQcuJv1HpHbe8yMGTP4888/mTBhAgYGBvL+OTdv3qRWrVoYGxvj5uYm9LT6SZ09e5bq1atz4sQJLl++zI6lfzG1fSW01Ar2Nef9FbHFixfn2LFjREREEBkZybVr1+TjgwUCwY9JSIx8YzNmzFD4sOPo6JjnB+wP5bdmN/a/3cT+t1v+99xqdn9mY8aMoWXLlnTp0iXXZoTKVqpUKUaOHMn06dOVFkP2uE5vj2aMaWlDlxpmNLc1oksNM8a0tMHboxnrXOrkWT7zOSpWrMiUKVO4f/8+V65cwdzcnD/++ANTU1OGDBnC+fPn5V9cBV/fokWLiIqKAiAqKoqnT58CEBcXp9DfwNHRkcaNG3/x+fwj4knNkCLLTCfq2CIM2o/GfPh2MmIjSAm4Lt8u5fktzIZuQbNsTRL//0tU9PEl6FRqjLn7ThJSZcyaNUu+/dmzZ3n58iV3796Vl/skJCSwb98+9u7dy+7du3nz5g2vX79m06ZNzJs3j8jISBISEjh79qz8OLt37+b+/fuMHj2aJUuWADBq1CicnZ15+fIl0dGKEwyytWjRAolEwn///ffR6+/ZsydmZmbfrKdQXqU0H8orMXLmzBmsrKzkf9fW1kZNTQ1jY2OFFSMAEydOZOnSpaSkpABCYuRLeHl5sWbNGoYOHZpraeHWrVuxtrbGzMyMjRs3AnknIrIlPjxH1PGlHz2vVJqJ+S9dAUhLSyMjIwMtLS2OHz9O+fLluXHjhnwKR7NmzXB1deXs2bOMGzeOFStWULJkSebNm8fy5cu56fcCaS4JCQ0LO9JjwpCmZ/27m/LqHto29ZFlpJH06DzGfRZhNngj8TcOkZyUiP/rj/fh2bx5M8WLF8ff3x8NDQ3S0tLo3bs327ZtIzQ0lBcvXuDp6fnRYwh+LIGBgXTq1Ilhw4Yxb948zpw5g52dHfB9VsQKBIIfi5AY+Q4ePXrE9evXP73hB75Gza4gy+LFizE0NMTV1bVQNgAdO3YsXl5ePHr0SKlxGOhqMLhxeZb2qMHmfvYs7VGDwY3LY6Cr8U3PW6FCBSZNmsSdO3fw9vamXLlyTJw4EVNTU9zc3PDy8vpmd9oFitTV1eUJxEaNGmFgYPBVknbxkqwkV3p0GBlxb4jcN43Q1f1Ii3xOenSIfLviDXsiUlFFw7Qi0tRkpKnJpEU8R7dmW0RiFcwc2nPy5En59vr6+qxcuRITExNUVLKaCdesWZMSJUpgYmJCmTJl0NbWRiqVsmTJEsLDw+nbty/Xr1+XNxWFrC/7urq6ODg4yMtErl+/Tr9+/VBVVeX333/P9brEYjHu7u6sXLnyo9cvEolYu3YtS5YsISAg4PN+iB/xYSnNxxIjuZVG3L9/H3t7e/nftbS0UFNTQ19fX2HFCEC1atWwt7eXJ/mFxMjnCQkJoU+fPuzevZsSJUpw5MgRjI2NMTY25s8//8TX15fFixdz+/Zt7t+/z4wZM4iMjCQ4JjnXRERBZKKCX3gc8+bN49q1a2RmZlK+fHnevn2Lm5sbEomEt2/fIpPJmDNnDkePHqVnz56kp6cza9Ys4uPj0dTUZOPGjUREf7gaMys2kUiMVrnapAY/JP3da1R1S6KiXRyRqjoGHceR5HeJqCMLkEoSkaYkEC/5+Ht81apVmTJlCqVKlQLg6dOnvHr1ilatWmFubi6fUCL48SUkJODh4YGDgwMNGzbE19eXTp065Zjk9D1XxAoEgqJPSIx8B8WKFWP9+vUF2keo2f26VFRU2LlzJ8HBwUyaNEnZ4eSgp6eHh4cHU6fm3hjsZ1K+fHkmTJjArVu3uHnzJjY2NkydOhVTU1MGDhzImTNnhCTJN1S2bFn5NJP//vuP0aNHf5WVVsU0s+u9ZaiWMMHCfRcW7rswG74Nvdod5dupljD5/z/lfosvKiJMYbl83bp1c9xpz/5w/P6HZKlUSv369YmIiGDUqFH8+uuvCvtkN5h8fx+ZTCY/9scaBfft25cLFy4QEhKS5zaQVbIzefJkBg8e/NWX/H9YSmNlZUVoaChpaWkK2+W2YiQzM5OwsDCFkZPa2trya87IyMgxiWbSpEksWLCAjIwMihcvTlxcnFDGUABpaWl0796dUaNG0bRpUwA6d+5MREQEERERzJo1iwsXLvDy5UtsbW2pWrUqiYmJPH36lKS0D2+YfN7PvXylKnTq1EmejHn06BEPHz7E39+fMmXKYGxsjLW1NSYmJkRFRTFjxgy6d+/O7du3MTY2pnXr1ri6ulKjsmJ5QWbC/1ZXaVdsSMrz26Q8v412xaxxp+mxEUTunoiKVjFKtHBDRS+rpK+YptpH43VwcFC8apkMa2tr+c8sNDRUmGbzg5NKpWzbto2KFSvy5s0bHj16hIeHBxoaed+8UcaKWIFAUDQJiZHvwMnJiaNHjyrcUZs1axYmJiaYm5uzc+dOIKuu9pdffqFGjRqUL2NO7N1T8u0TH18kdM0AQtf0V1gym5fEh168XP075ctaypffwv/qgy0tLeV3+7LHUI4bN44SJUrQuHFj+RLpH4mWlhZHjx7F09OT1atXKzucHIYOHcq9e/fw9vZWdiiFhpWVFX/88Qc3btzg9u3b2NnZMWPGDIyNjRkwYAAnT57M8cVPUDAGBga8fPmS9PR0YmNjqV27NlpaWuzYsYO0tDTOnz//Vc5ja1wMDVUxaiXNkaWnIgl6iEyaSdTRRSQ++t97mkik+M+SWEMb9dLlSHxwBjWxjKdn99CqVasCnz8mJobnz58zcuRItLW1c4zyzi3xUbduXfbs2UNmZibbt2/P89h6enr06dPno6N7s40cOZKEhAS2bt1a4GvIi0QiISEhQX4nHbJW/piZmREUFKSwbW7jev38/JDJZArjiLMTIzExMdjZ2eW4E1+/fn2srKzYu3cvampqqKury3u/CD5t/PjxGBoa4uHhkec2MpmMvn37yr/4BwUFUbduXXTUFcesv5+IKAgbKwvs7OxIS0vDwMCAihUrYmFhgaGhIUZGRkRHR6OhoUHHjh0Ri8W0aNGC48ePExwcTEZGBmfOnKF169bYWBghTYhCJpORFvkCSchj+Tk0y1QhNSIQycu7aNtkTdtJiwhEtZghOlWbkxb5gsyEKDRUxdia6BUo/ooVK5KUlMSlS5fIzMyUl9V8bVGJqay7/JzR++4xYPstRu+7x7rLz4UbT9/Z9evXqVevHuvWrcPT05OtW7diYmLy6R3/n7JWxAoEgqJDSIx8B4aGhrRv354dO3YAEBwczKVLlwgICMDHx4fx48fLt3306BGenp50/Ws7URe3kxH/lvToEGIvbcW49zyMXRYQ+98u0t68yvN8aW+DiL95GON+S+kxd498+a2/vz8eHh5cvnyZq1evMm3aNHnpho+PDxYWFkRERBAbG8upU6fyPH5RZmBgwOnTp5kzZ06hq0XW1NRkxowZTJ48WbjzmgtLS0vGjh3L9evXuX//PtWqVWPu3LkYGxvTr18/jh8/Xih7yBQW+/fvR1NTU/6/ZcuWAbBgwQIaNmwov2OsoqLCsWPHWLRoEdbW1ujo6HyV83ernVXmIVJVo1RnD2LObyR0VV/E6lro1Wz70X0NOo4j6fFFXi7rTXFxKpUrVy7w+Q0NDenXrx/lypVjyJAh1KlT55MlLStWrGDr1q1YWFigqvrxCQcjRoxg06ZNn0wqq6qqsnHjRiZOnEhkZGSBryM3oaGhmJqa5kjufFhOk5CQgFQqpVixYgrbnTx5UqHxKiDvMxMdHY2dnV2OchrIWjXy999/I5VKhXKaAti3bx/Hjx9nx44dH12J1LRpU06cOEF4eDixsbHUqFGDp0+ffjQRkV8qSLE10UMmkxEfH4+enmJSQkdHh8zMTKKionBycgKymmfPmzePxo0bExERwZgxY6hatSoD2zdArZQVETvGEn/zMNo29eXHEYlVUC9lhTRdgopuCQC0rGoAIkJX9iHlmQ+q+sakRofRrZY5BaGhocG///7L6NGjMTExQVdXlyFD8p7GU1APQmJx23mbhvMvsPRcAJ73w7ng/wbP++EsOxdAg/kXGLzrNg9CYr/aOQU5hYWF0adPH5ycnBg1ahTe3t7yRsECgUDwNYlkwjewb2rGjBlIJBI6duyIm5sbpUqVwtXVldq1a3P48GEuXbrExYsXkclkbNu2jaNHj3Lo0CEGbL/F3r+Go1u9FRnxUaRHBWHQZgSQ1dldtVgpitX7DUDeeFW/UW8A4m8fI/byNkTqWmioiFEjg2PHjvHgwQN8fX3l0wRGjRpFmTJlqF27Nn369CE4OBiRSES/fv1o2rTpDz1//fbt27Rt25Zjx47lWJ6rTBkZGVStWpVly5bRunVrZYdTJISFhXHo0CH279/Po0eP6NChA05OTrRq1QpNTU1lhyd4j9vO23g9ifysEkGRCFrblaaVdjDLly+XjxQtTNq3b0+3bt3o37//J7edMGECwcHB7N2794vPe/HiRWbMmJHjZzJs2DAqVaokLy94+vQpHTp0yDHGt1WrVrx+/Vqhx9GDBw9o27Yt3bp1o1y5cgQGBrJq1SqF/WQyGfb29kydOpUpU6awb98+qlSp8sXX8yPz9/enUaNGnD17lpo1a8of37ZtG6dPn87x+7B582ZmzZpFeno648aNY9y4cbxNkFDWvhnp8VFZK7Ay09EqVwfdai0A/n8izCMMO4xROJYk6CGxV/dg3HseamLwmdSChKjX1KpVi2rVqsmnMUHWf1sVFRV0dHSIjY2V9+/JZmlpydmzZzl9+jRz587FoucsorXMP6uoJ/u1vc6lzmfs/W1kTQT0R5Lx8YmAIlHWeNcp7WyF/hRfmUQiYfHixSxZsoQhQ4YwadIkdHV1lR2WQCD4gQkrRr6Thg0boqKiwr179wgNDeW3336jQoUK8jKabNl5qmKaqshkUhDl8p9IJPrEhw8ZOlWaYeG+i8EbzsuX3+Y8jEh+vvfHc37YvOpHVKdOHbZv306XLl1yfElQJlVVVf766y8mT55cKJvEFkZmZma4u7tz5coVfH19cXBwYMmSJZiYmNC7d28OHz78Q5aGFUXDHa3RVFX59Ia5EEszGdy4HB07diQgIAB/f/+vHN2XGzlyJCtWrMjXiq8ZM2Zw69YtTpw48cXn/XAiTbYKFSoovL/lNZHmwYMHORLE2traZGZmfnTFiEgkYvLkyfz999/CipF8SExMpGvXrvz9998KSREAV1fXXJNkv//+O0FBQYSHhzNu3DgASulp0mvKCkz7LcWw4zhK/TpRnhQB0K3WIkdSBEDTshrGvechk0ppVqk0Broa3Lp1i0aNGikkRQBev36NWCymfv36OZIiUqmUpKQkWrZsydmzZ/Hy8mLTuO6IpJ83RUxTVYVhjtafte+3kJUUeUJK+seTIpDVzy0lPZM5J5+wy+fVd4nvRyeTyTh06BB2dnbcuXOHW7duMWfOHCEpIhAIvjkhMfIdDR06VN7JvVatWvTo0YMDBw4obHPu3DlevHhBKVk8aa+foW5cHi2rGqQ8v0VG3BsyEqJIDriOVtlaeZ5Hs0w1Up7fRjXlHWV0ZfLlt+/XB2ffZc9elfCx5bw/qnbt2jFr1izatm2rMJ1C2bp27YpIJMrxuyH4NFNTU4YPH86lS5d48uQJv/zyC6tWrcLExARnZ2cOHjxIcnKyssP8aVW30GdKO1u01Ar2fqOpKkb/5QUmufUiMTGR/v37K/ROKixatmxJcnIy165d++S22trarFu3jmHDhpGYmPhF5/1wIk22D0tpckuMJCcnExUVRdu2iuVM7ydGKleunOe0j19//ZX4+HgyMjKExMhHyGQyBg8eTN26dfOccFQQwx2tPzsRoYKU4f+fiLh165bCNKJsPXv2RCqVMmDAAIXHvby8qFOnDgkJCSxYsIATJ05QpUoVZo36nehzG5ClF6ycUUtNzJR2tnk2vpwxYwYikUg+IUdXV7fAq1m3bduGs7Oz/O+urq7ylbMfehASy5yT/qSk57wxkREbSeiaAbnsBSnpUuac9OdhaGyO57L7uAk+7dGjR7Ro0YLp06ezceNGDh06RLly5ZQdlkAg+En8fN+GlcjFxQVdXV0MDQ3x8/PD1NSUV69eoaurK691d3BwoGfPniwf1YNSzVxR1TNEzdAC/SauROyeSMTO8ej/0ht1I6s8z6NuZEXxhj0J2jqW+QPb4+7uTvXq1RXqgxs0aMCsWbOoWrXqd7r6wmnQoEH07NmTjh07FpovzCKRiL///ptp06aRkfF5H3wFYGxszNChQzl//jwBAQE0bdqUdevWYWJiQvfu3dm/f7/QLFIJXBysmNKuElpqKnxqcZpMKkVTTczU9pXw2bUQW1tb6tatS+PGjdmxYwcSieT7BJ1P2aN7V6xYka/tW7ZsiaOj4xdPo/pwIk223BIjH47qvXv3LiKRiPr16ys8rq2tTVpaGtHR0ZiamiKRSIiKispxDrFYzMSJEwkKChISIx+xdu1aHj9+zOrVq7/Kqsz4V49467UeVVHBVhbK0iXoBZ6lUums3kE3b97MNTHyxx9/oK6uToMGWQ1T7969S6tWrRg+fDiTJ0+mdOnS1K9fn4yMDFq3bs2xY8dQfeWDRdRNRJnpyD6x4lEkAi01Faa0q5SvEhQ/Pz+CgoK++Xv26kuBSDI+nPqTP5KMTNZcyjkiW/Bp0dHRDB8+nObNm/Pbb79x7949mjdvruywBALBT0ZIjHxjM2bMYN68eUDW5IKEhARcXV159OgRERERLF26lISEBGxsbICssoAbN27wJjKCTj36yL846FZpivmwLZgP26qwZBayeotk9xfJple1BR3+3EbE6/8tv4Ws5MyrV68ICgqS33VxdHRUWEa7bdu2H7q/yIdmzZqFra0tzs7OhSYR0aJFC8zMzL5Jh/2fkZGREYMHD8bLy4vnz5/TqlUrNm3ahKmpKd26dWPfvn1ffNdekH8uDlbsc3OgtV1pNFTFaKoq/lOkqSpGXUVEyjMfTHz34uJghZqaGsuWLWPq1Kn06dMHMzMzDh06pKQryFu/fv04d+7cJ0f3Zlu8eDF79+7l5s2bn33OvEppypYtS1BQkPx9LbcVI2fOnEFDQyPHdAdtbW0kEgkxMTGIRKJcJ9Nk69WrF0lJSdy/f/+zr+FHdvPmTWbMmMHBgwflTW2/hK+vL+3ataNuiVQ8Wtkgy0iFfCQiNFRFxFzYjOzZf/z2228kJiZy9+5d6tTJ2dsjKCiI9PR0UlJS6NWrF+3bt6dLly74+vrSrVs3IKsHRKNGjbh8+TLm5ub06tWL52e2YxNyknIaCVlTqD74lCmWZaKClNZ2pdnn5pCvpEj58uXx9fXF19dXPlb7W4hKTOVywNvP6oEEWWU1F5++FabVFEBGRgarVq2iUqVKiMVinjx5wvDhwz/Z7FogEAi+BSExUoh9ST2+uqqY+3vm06NHD8LDw79yZD8WkUjExo0bSUlJYeTIkYViIoxIJGLu3LnMnDlT6I/xlRkaGjJw4EDOnDnDixcvaNeuHdu2bcPMzIzffvuNPXv2kJCQoOwwf3jVzPVZ51IHb49mjGlpQ5caZjS3NaJLDTPGtLTh+sTmtNUL5dKhHTx58kS+X79+/Th58iRhYWGFshdP9ujevJbqf8jQ0JBFixYxaNAg0tPTP+uceZXSaGpqYmxsTHBwMJD7qN4LFy7IE/PvU1dXJyMjQ75K5GPlNGpqajRo0OCr9Ev50URHR9O9e3fWr1+PtfWX99F4/PgxzZs3RyQSsX79ep4cXU+1N+dJenYdpBlIPyhlkaanoqEqprVdaeY0NcQgxo/Xr18jkUhwdHTEwMAAAwODHOe5f/8+YrGYBg0aYGtry7Nnzxg6dChqampZx5VK6dy5M/fu3aN69eq0bNmSU6dOMXHiRB5cPMqxCZ3w9mhGw2KxmEhC5K/trjYalLiymHUudfIsn/lQlSpV5ImR7Oa+HTt2xNTUFA8PDywtLXFzcwOyJizZ2dlhYmLCjBkzPnrcD0tcOnbrRdyDrDHeKS/vEbZhCCHLexFzTrFsL/7mYUKW9yJ88wgyE98BkBr+lNdbR/F8aW9+7dnvk58j7t69S61atTA2Nmb06NFkZmatUnl/NdH7N6lEIhGurq4YGRnRtWvXH2K14/nz56lRowaHDx/mwoULrFy5MtffRYFAIPhehMRIIeLq6qqwQuBz6/G11MT82bEyvv+dwtramurVq7Nq1Sr5P7yCnNTV1Tl48CDXrl1jwYIFyg4HyCqrqlOnDmvWrFF2KD8sAwMDBgwYwKlTp3j16hWdOnViz549mJmZ0blzZ3bt2kVcXJyyw/yhGehqMLhxeZb2qMHmfvYs7VGDwY3LY6CrwaZNm1BXV6dly5YKXzTs7e25d+8e4eHhtGjRgvj4eCVeQU7Dhw9n48aN+S716d27NyYmJixevPizzpdXKQ0oltPktmLEz8+Phg0b5thPJBKhra1NYmIiGRkZH10xAtCkSROCg4N5/Ljgo2N/VFKpFBcXF5ycnOjSpcsXH+/Ro0e0bNmSli1b0qZNGyQSCTt37kQz+Q3xJxbjGOtF5j1P6hlBc1sjOlYxIv7qHubUFbHOpQ4v71ymQ4cO/PPPPzx48AA1NTViY2PlY6OjElNZ4fWE5lN3cizeHMOO45i04wLDx3ooNL6Mjo4mMjKSoKAgWrVqhbGxMWKxmIYNG3L16lXGjx+Prq4uBroaGL97RMdSMfLX9tw+zXjx5GGBbthUrFiRJ0+e4OvrS6VKlQCwsLBg0qRJnDp1Ck9PT86dO8fbt29xd3fnzJkzPH/+nH///Zd79+4BcOTIEYyNjTE2Nmbfvn25nicuJZ2MTBmZyXFEH19CqV8nYjZ0M5KgB6S8zDpOZlIMGQnRmLvvREXPgCS/S8gy04k6tgiD9qMxG76NoFcv8fT0zPN60tPT6datG7Nnz+bVq1f4+vqyYcOGT/4cqlWrxuvXrwFYuXJlvn9+hc3z58/p0qULgwYN4q+//uLcuXPCNCuBQFAoCImRQq4g9fgf1uxqa2szZ84cLl++zP79+6lXrx537tz5PoEXQcWKFePkyZOsWbOGPXv2KDscAGbPns2CBQsK3Re/H1GJEiVwdXWVNyju2rUr//77LxYWFnTs2JEdO3YIPRS+MzU1NZYvX05YWBibN29WeM7c3JzRo0cTExNDvXr1ePr0qZKizMnGxoY6derkexSvSCRi7dq1LFq0SKEnSH4kJyeTnJyMoaFhrs9/LDHy9u1bEhMTadmyZa77amtrU7x4cd69e0flypVznUyTrVSpUtjZ2TF//vwCxf8jmz17NklJSfz9999ffKyHDx/SqlUrFi5cyKVLl5gwYQIjRozgzz//5Pjx44jFYnzv3kDq58XsDjZs7mfPyt72FAu/yb87twBZzd1btGhBixYtWLZsGY8ePaJq1ao07NSL3msvUW+OF4vP+vM8syRa5e3RqNiITT7hNJh/gcG7bvMgJJbw8HBq1KhBZmYmTk5OhIWFMXDgQE6ePMnAgQO5evUqQ4cOlcf96tUrrKys5H9XU1Ojbdu2HDt2LN/XrqWlRXJyMs+ePZOX0tjb26Onp0fNmjUpUaIEUqkUHx8fwsLCsLe3p1y5crx+/Vr+O9u5c2ciIiKIiIigR48e8mNnZmbi6+vLyZMneReX9e9sapg/aqXLoW5khVhdC5MBK9C0qpG1gwz0G7sgEqugYWKDNDWZ9OgwMuLeELlvGqGr+xH50v+jSUR/f3/U1dVp164dmpqaDBs2jJMnT+bY7sNVJwMHDkRFRYWePXvi4+OT759fYZGQkMDkyZOpV68edevWxc/Pjy5duvwUkxAFAkHRICRGioD81ONnL5XNrWbXzs6OS5cu4e7uTvv27Rk5cqRwFzwPZmZmnDhxgjFjxnDx4kVlh0PlypVp06bNZ99JFnwefX19+vbty9GjRwkJCcHZ2ZlDhw5RpkwZ2rdvz9atW4mJiVF2mD+FIUOGYGxszPDhw3MsHx88eDDh4eG4u7vTqFGjQlXKkd2ENb+leWXLlmXSpEkMHjy4QOV8oaGhmJmZ5fnlIjsxIpPJCA8PV+glcvPmTUQiUa7NNyErMaKvry8f2fuxL3v6+vqYmppy6tQpXr58me/4f1Rnz55l/fr17Nu374v7JTx8+JDWrVuzbNkyMjIy5KUtsbGxaGhokJaWRosWLQgLCyMmJgZLS0v5vq1ateLSpUtIJBK8vb3lpSO9evWiZMmSBKtbInUcydVXCWQiQqSqrnBuSYaU1AwpZ/0i6b7Bm9rOo4mLi0NPT4+LFy+ye/duRowYwZYtW1iyZAkeHh4KfVQ+TIwAdOrUiSNHjhToZ2BoaEh8fLz8Z5n9+/7+771MJqNp06byBMirV69wcHDg+fPnBAcHs3DhQtzd3Tl//jyzZ8+mQ4cOeHt7061bN1asWEFyTATvHUz+x7Twp6RFZI29VtEtgVhN84PoZKiWMMHCfRcW7rsYtOY07u7u+b42kUiU62s+LCxM8Sz/v41UKi1SkwSlUik7duzA1taW0NBQHjx4wKRJk9DU/PDnKBAIBMpVdN5Zf3Kfqsf39mj20ZpdkUhEv3798PX1JTk5mcqVK7N///5C0U+jsKlSpQr79u2jR48ehWJZ+MyZM1m1alWhGin8MylevDi9e/fG09OTsLAwXFxcOHbsGGXLlqVt27Zs3ryZ6OhoZYf5Qzt69ChpaWnyPgLZypcvT/Xq1SlZsiSenp64ubkxZ86cQvG+1rp1axITE/H29s73PqNGjSI2Npbt27fne5+PldEAVKhQgcDAQN69e4empiY6Ojry57y8vFBXV89RXpNNS0uLYsWKER0djbm5OUlJSXkmBPX19UlKSmLw4MEsXLgw3/H/iEJCQujbty+7d+/O0dS2oB48eECrVq1Yvnw5Tk5OLFiwAHd3d8aPH8/q1atZsGABxYoVQ11dnc6dO2NsbIy6+v+SG3379iUmJoajR49SuXJl9PX1AUhNTSWhdA1kNbogFasi+sQXbZkMUjNkqNd1pu9fG0lMTGTr1q3MnTuXzp07U6JECW7evMngwYMV9sstMdK2bVuuXr1aoIbXdnZ22NraKjyWmppKXFwc//33H4mJiVy+fJlLly5Rt25dypYtS4kSJahTpw67d+8mJCSEiIgIrK2tqVChAn379uXIkSNYWVnh5+fH3LlzSQwPRCTLRMPMlrQ3L0h78wpZRhrvLm4lMz57IlPOBKRaSXNk6alIgh6iIZZxdeP0jzZOt7W1JS0tjTNnziCRSFi7di3t2rUDsnoUBQUFER8fn+MYGzZsIDMzk3/++Uc+Laiwu3HjBg0aNGDVqlUcPHiQHTt25JiMJRAIBIWFkBgpYj5Wj5+v/Q0M2LRpE3v37mXmzJm0a9eOFy9efOOoix5HR0eWL19O+/btc9y1+d6srKzo3bs3c+fOVWocgqwPrT179uTQoUOEhYXh6urK6dOnKVeuHK1atWLjxo28fftW2WH+cOzt7WnYsCH//PMP/v7+Cs+5ubmxYcMGGjRowK1btzh27BhOTk5KnzIkFosZMWJEvkf3AqiqqrJx40Y8PDzynQjNayJNNmtra549e5brqN7Lly/LezbkRltbG11d3XxNptHX1ycuLo5Ro0axd+9eeS+En01aWhpOTk6MGTNGobHn53jw4AGtW7dm5cqVdO/enWPHjqGlpcWVK1do3rw5pUuX5vnz5wCcPn2aLVu28Pr1a8qUKSP/Ul2/fn15g/HskqnZs2djVq4iek36IVLL32eHbCI1DY6FqGFoU4uXL19y/fp15s+fz4wZM5g0aRJaWlrybadMmUJUVBTGxsYKxyhWrBj169fnzJkzeZ5HJpPx5s0bwsPDefLkCSEhIYSEhLBy5UqOHz/OyJEjGTFiBOfPn2ft2rVIJBL09PRwc3MjPDychIQE3N3diY2N5c8//6Rhw4YsXryYUaNGUaZMGcqUKUOzZs0oX7485ubmNG7cGA1NbaQyGSraxTFsP4a3nn8TtvZ3NExt0a6YdyJCpKpGqc4exJzfyPNlLtiYGzJkyJA8t1dTU+PAgQNMnDgRS0tLbG1t5QmlKVOm0LZtW5ydnXF2dlbYLywsDBMTE1RUVBg2bNhH/zsp2+vXr3F1daVLly4MHToUHx8fHBwclB2WQCAQfJRIVhhurQmUIi0tjaVLl7Jw4ULGjh3LH3/8oXCnSQALFixg9+7dXLlyheLFiystjsjISOzs7Lh7967CMmlB4ZCUlMTJkyc5cOAAp0+fxt7eXt5w0cjISNnh/RCioqIoXbo05cuX5+nTp/Il9GlpaVhYWPDff/9hY2NDamoqw4YN4+bNm3h6en7T8Z6fEh8fj5WVFQ8fPsx1akxexo8fT1hYWL56Hc2ePZvk5OQ8E6fJycmULFmSw4cPs2TJEry8sqZuyGQytLW1GTZsWJ6leo0aNUJHRwdnZ2dcXV0ZMGAADg4OOVbuADx79ox27drx7NkzRo4ciaamZqFpZP09jRw5kqCgIDw9Pb+od8L9+/dp06YNK1euxMnJCZlMRsOGDXFycmLu3Lk8fvwYNzc3/vvvP3m/Bjs7O8zNzZk+fTq1atXiyZMnGBoaUqNGDQIDA9m6dSunTp3iwIEDqJrZUazzFBB9zv0xGZlBd0k9twpPT09UVVXp2rUrz549UyiPGDFiBHv27Ml1ldHy5cu5dOmS/OcVHBxMcHCwwp+1tbWxtLSUJzKy/5z9/0ZGRp9VUhIXF8e///7L9u3befr0KdWqVcPPz4/ExEQ0W45Ex8bhs34uIhG0tivNOpec44+/VF7lNoWNRCJh2bJlLFq0iIEDBzJlyhT09PSUHZZAIBDki7Bi5Cemrq6Oh4cHt2/fxtvbmxo1anD58mVlh1WojB8/nl9++YWuXbuSlpamtDhKly7N0KFDmTlzptJiEORNR0cHJycn9u3bx+vXrxk2bBiXLl3CxsaGZs2asXbtWiIiIj59IEGeDA0NGTZsGIGBgezevVv+uLq6Oq6urmzatAkADY2saTZDhgyhQYMGnD17VlkhU6xYMVxcXPI9ujfbjBkz8PHx4dSpU5/c9lOlNNra2hgaGvL48WOFkpnslYIfW9Wgra2Ntra2vFTMzs4uzwas+vr68ubEf/zxB5s3b+bdu3efjP9HsnfvXk6cOMH27du/KCly79492rRpw6pVq3BycgLg6tWrvHnzhmPHjjF16lQMDAw4deoUOjo6JCYmUqNGDd69e0f58uWxsLDAzMxMvpqkadOm8jInExMTps6cQ7qqzmcmRQBEiM2q0tGpFw0aNGDGjBlMmTJFnhSRyWTExMTw8uVL1NXVWblyJePHj6dHjx44ODhgamrK+PHjOXr0KNOnT+f8+fOkpqZSt25dxo0bh6enJ2/fviU6Opq7d+/i6enJihUrGDduHE5OTtStW1c+CSe/MjMzOX36ND179sTS0pLjx49jY2ODmpoa/v7+REZGYmJiwjr3X9FU/7yeMJqqKgxz/PKRzEWRTCbjyJEjVK5cGR8fH3x8fJg3b56QFBEIBEWKsGJEAGT9o+bp6cnIkSNp3rw5CxcupFSpUsoOq1DIzMyka9euFCtW7Is/8H6J2NhYbGxsuHTpEnZ2dkqJQVAwKSkpnDlzhv3793Py5EmqV69Ot27d6Nq16xf3HvgZpaeno6+vj0wmIzIyUv6h+9mzZ/zyyy8EBwejofG/0oDLly/j7OzMuHHjGDdunFJeuwEBATRq1IigoKACNRs8e/Ysbm5uPH78WGFU6ofat2/P0KFD6dChQ57bODo6Uq5cOUqXLi2fkLJnzx769+/Py5cv8+wx0qVLF7S0tChbtixz5szh1KlTCqtO3peWloaOjg5paWmIRCL69+9PuXLlmDZtWr6vuSh78uQJjRs35uzZs9SsWfOzj3Pv3j3atm3L6tWr6dq1q/zx9u3bY2Zmho+PD3fv3mXJkiVMmzaNEiVKkJKSwrBhwzh06BCzZs2iatWqNGrUiIcPH9KtWzf5BJMpU6Ywe/Zs+k1cwIGjJ0AkIuX5bbQsq2PYZRIikYjExxeJvbITkKH/S290q7UAIGL3RPRqdyDJ9xLS1GSMnKbT3kJG+IUdHD9+HE1NTcqVK4dUKiU4OFi+wkEsFtO7d2+FlR5lypTB1NQUe3t7li5dSpMmTb7oZ/8xvr6+bN++nV27dmFubk63bt2Ijo5my5YtmJqa4u/vj6amJmvXrqVXr14A9Jy2musSU1DN/wpaLTWxfCLgz8bX15cxY8YQFhbGsmXL8pxyJRAIBIWdsGJEAGQt0+zSpQt+fn4YGBhQuXJlNm3ahFQqVXZoSqeiosKePXsICAhQ6od8fX19xo8f/9N80fgRaGlp8euvv7J7925ev37N2LFjuXnzJnZ2djRq1IgVK1YovYdNUaKmpsbq1auRSCSMHTtW/niFChWoUqVKjkkXTZo04caNG/zzzz/07t2b5OTk7x0yNjY21KpVi3379hVov1atWtGoUSP+/PPPj24XEhLyyTIda2trXrx4oZAAOXfu3Ecbr0LW76+Ghka+Voyoq6ujrq4u/xl7eHiwcuXKHJOEfkSJiYl07dqVefPmfVFS5O7du7Rp04Y1a9YoJEUePXrEnTt3OHnyJKtWrUJVVZXly5dToUIFbGxs6NKlCxoaGgQGBjJs2DAqV65Mo0aNqFWrFkFBQTg5OaGiosKGDRsACI1JIjngOjoVG2I+dAuSUD/SIp+THh1C7KWtGPeeh7HLAmL/20Xam1fyOGIv70C3WkuMfpuCWE2DUxcuc+LECRwdHZk2bRrh4eGsWrWKkJAQ4uPjqV69OrVr12bNmjVMnDiRnj170rBhQywsLFBRUaFz584cPXr0s39eeYmKimLlypXUqVOH1q1bIxaL+eeff2jSpAnz58/nwYMHAPj5+eHu7s67d+/kSZHly5dz65+lZN7ej5pYxqdyqSIRaKmp/JRJkZiYGEaOHImjoyMdOnTg/v37QlJEIBAUaUJiRKBAT0+PxYsXc/bsWTZu3Ejjxo159OiRssNSOm1tbY4dO8a+ffvkHy6VYcSIEdy4cYNbt24pLQbB59HU1KRTp07s2LGDiIgIJk6cyN27d6latSoNGzZk2bJlhISEKDvMQs/V1RVLS0u2bt2q8CU9uwnrh8qUKcPVq1dRUVHhl19+ISgo6HuGCxR8dG+2JUuWsHv37o++3j9VSgNZiZGwsDCFJIi3tzdVqlT56H7a2tqoq6vLEyNlypQhISEhzxKZ4sWLy8tpbG1tadKkCRs3bvzoOYo6mUyGm5sbDg4O/P777599nLt379K2S3ec/tzAlfSyDNh+i9H77rHu8nNmL1qOra0tjo6ONG7cmDt37hAeHo5EIiEsLIz+/fsjk8lQVVVl9erV2NjYcPr0aaZPn87Bgwc5d+4cmpqa8l4f7+IT0TC2RrtiA8SaOqgZmCNLTSbl5X20rOuiWtwI1WKl0Lapj+TlXXmMutVaol2hHmLNrMlG2jIJUqkUX19f+ShhFRUV+eSb2NhY+Z9z07lzZ44cOfJVemekpaXh6elJly5dsLa2xsfHh7lz53Lx4kXi4uLo0qWLfLrS2bNnqVWrFm/evGHRokXykpzt27ezePFiypcvT7capTk49Bda25VGQ1WMpqrix2VNVTEaqmJa25Vmn5vDT5UUycjIYO3atVSqVImMjAyePHnCyJEjUVNTU3ZoAoFA8EWExIggVzVq1MDb2xsXFxeaNWuGh4fHT3Hn72NKlSrFqVOnmD59OsePH1dKDFpaWkybNo3Jkycr5fyCr0NDQ4P27duzbds2IiIimDp1Kg8fPqRGjRrUr1+fxYsXK+ULfFGxf/9+pFIpzs7O8i9Vv/76Kw8fPiQwMDDH9lpaWuzYsYM+ffrg4ODApUuXvmu8bdq0IT4+nuvXrxdov1KlSrFo0SIGDRpEenp6jucTExNJTU2lZMmSHz2OtbU10dHR8sRIeno6L168+OTUFG1tbVRVVeWJEZFIRKVKlXjy5Emu27/fZwRg0qRJLFq0iNTU1I+epyhbs2YNfn5+rF69+rOPsc/Lh84Lj6PXexleEep43g/ngv8bPO+Hs8TrKT5G7Xlm3JT+f8wAsnpflS1blpSUFGQyGY0bN+bFixekp6czc+ZMFi5cSKdOnYiOjsbNzY3MzEzc3d3JzMwkODiYtJREVPWNPx4UgEjE+ykLDdOKCk9Hv3lNkyZNiIiIICIigqCgIOrWrSt//lOJkerVq5Oenp7n79OnyGQy7ty5w8iRIzE3N2fJkiV06NCB4OBgJk2axI4dO6hfvz7FixenadOmbN++nZSUFO7evcuZM2coUaKE/Fienp5MnDiRvn37Eh0dzbx586hmrs86lzp4ezRjTEsbutQwo7mtEV1qmDGmpQ3eHs1Y51KHauZ5X+OP5uLFi9SqVYt///0XLy8v1qxZg6GhobLDEggEgq9CSIwI8qSiosKQIUN49OgRoaGhVK5cmWPHjik7LKWytrbG09OT/v37K23VxoABA3j16hXnz59XyvkFX5e6ujpt27Zly5YtREREMGPGDPz9/alTpw5169Zl4cKFvHz5UtlhFip16tShefPmPHnyRN6IVUNDg379+smbsH5IJBIxZswYdu7cibOzMytXrvxuUx4+Z3RvNhcXF4yMjFiyZEmO50JDQzE3N/9k75QKFSqQkJAgT4w8evQIDQ0N6tev/9H9tLW1UVFRUZgqkt8GrAC1atWiSpUq7Nq166PnKapu3LjBzJkzOXDggMKY2oKYs+8KE86Go2pViwyZiNQMxfLVtEwZIlV11MrWZsShQLb894wrV65QtWpVSpcuTceOHXFycuLQoUPo6enx6NEj7O3t8fHxYevWrZiZmdG2bVv5GPERI0YQEvAYGTl/97WsapDy/BYZcW/ISIgiOeA6WmVr5Rq3LCMVFRVVnj9/Tnh4OLGxsdSoUYOnT5/Kt/lUYkQkEtGpU6ccJXCfEh4ezsKFC6latSpOTk6ULFkSHx8f+c+lb9++tGjRgsqVKzNy5EiWL1/OuXPn2L59OwEBAdSoUUPheBcuXMDNzY1FixaxYcMG9u3bp9CryEBXg8GNy7O0Rw0297NnaY8aDG5cHgPdgo06LspevnxJ165dGTBgANOnT+fChQtUq1ZN2WEJBALBVyUkRgSfZGxszO7du9m0aRPjxo3jt99++6mX/NerV4/NmzfTuXNn+WSH70lNTY2//vqLyZMnF4nxfYL8U1NTo3Xr1mzcuJHw8HDmzJlDYGAg9erVo06dOsyfP18+aeJnlz3KdujQocTFxQEwaNAgtm3b9tEJUi1atOD69ets2rSJAQMGIJFIvku8rq6unD17tsA9ZUQiEevWrWPhwoU5/tvnp4wGoGzZsmRkZFC6dGkAfHx8SE9Pp3bt2h/dT0tLC5FIJF8xAlC5cmX8/Pxy3f7DxAhkrRqZN28emZmZn4yzKImKiqJ79+5s2LABa+vPm0Qye99lNtyKQqSqgYxPNQYWkZKeyZyTTyhepwO3b9/m8ePH7Nq1C3t7e1q2bElSUhKlS5emZs2a9OjRg6VLl3Lx4kUOHTokT07dvXsX3gaiIlbJcQY1Qwv0m7gSsXsiETvHo/9Lb9SNrPKMx71bM6ZPn079+vWxs7PD3d2d6tWrA1ljWyUSySenkuQ3MZKSksI///xDmzZtqFKlCk+fPmXt2rUEBgYyffp0Xr16RYsWLXBycqJFixZs3LiRFStW8NdffzF06FBiYmJwcXHJcdybN2/i7OzMtm3bmDFjBitXrlTqiO/CJikpialTp1KnTh1q1qyJn58fXbt2VVoTeoFAIPiWhMSIIN9atGjBw4cPqV69OjVr1mTJkiVkZGQoOyyl6NSpE1OnTqVt27YKXxq+l+7du8trqgU/JjU1NVq2bMn69esJDw9n/vz5vHr1igYNGlCrVi3+/vtvnj17puwwlaZUqVKMHDmS5ORkJk6cCGQ1Oq1UqdInGzqWLVsWb29vkpOTady4MaGhod883uLFi9OrV68Cj+4FKFeuHB4eHgwePFghGRoaGpqvxEhycjJisZioqCgALl269MnGq5C1YgRQeI8ryIoRgMaNG2NkZMSBAwc+GWdhde/ePSpXroyxsTFTpkwhMzMTFxcXevTowa+//vrJ/bdt24arq6vCY3vOXGPjrWhEanmvOkh+doPQNf0JWeZM0pMrAGSigl6jfkSji4mJCQEBAXh4eFC3bl1GjBjB5s2b6dq1K56enri5uSESiZg/fz4vXrygT58+Wb8D6RKcxs4GWdbqFOPe89C0zLr7r1ulKebDtmA+bKt8Is2H2yCTkvz8Fs0a1OX3338nKCiI8PBwxo0bJ98+ODgYKyurT46Yb9KkCU+fPs11nLlMJuPq1asMGjQIMzMztm3bRt++fQkNDWXTpk00bNiQ48ePU79+fYYNG0afPn3kK0M6d+5M1apViYyMZMmSJaio5EwE+fr60qlTJzZv3szOnTtp1qwZPXr0+Gi8PwuZTMbu3buxtbXl5cuXPHjwgKlTp372yiiBQCAoCoTEiKBANDU1mT59Ot7e3pw8eZI6derIRwH+bIYNG0aXLl3o1KkTKSkp3/XcYrGYOXPmyD+kC35sqqqqNG/enLVr1xIeHs6SJUsIDQ2lcePG1KhRg9mzZyssYf9ZzJs3Dx0dHbZs2SKfNJFXE9YP6ejosHfvXrp27Uq9evW4du3atw6XESNGsHHjxs/quTFmzBhiYmLYsWOH/LH8TKSBrNIDLS0tef8VHx8fqlev/sm7vtra2qSnp5OZmSl/jyvoihGRSMTkyZP5+++/i+QKt4yMDLp168asWbMICgri3LlzuLq6kpKSwty5cz/rmDdv3mTCtvOI1T4+Djb2v90YdhiH+cjdaFrV+N8TYlVKO/Zhzpw5BAQEMHPmTJYvX866detYs2YNVlZWHDhwgFOnTmFpacmYMWMwNTWlffv2qKqqUrp0aS6umoQsI2ffmnzJzEBy5yhOTk55JmdfvXqFlZXVJw+lrq5O69atFcp0X716xaxZs6hQoQJubm5YW1vz6NEjzpw5Q69evVBXV2f37t1Ur16dmTNnMn78eG7duoWXlxe2tra8e/eO27dvc/bs2Tz777x8+ZI2bdqwePFiIiMjefz4McuWLfucn8YP5/bt2zRs2JClS5eyd+9edu/ena/3GYFAICjqhMSI4LPY2Njg5eXFhAkT+O233xgyZEiekwp+ZHPnzsXKyorevXt/9wRF27ZtMTQ0ZOfOnd/1vALlUlFRwdHRkdWrVxMaGsqKFSt48+YNzZo1o2rVqsyaNeuzmxkWNerq6qxatYr09HRcXV2RSqV06dKFe/fu5avMTSQS4eHhwaZNm+jSpQvr16//pvHa2tpSvXr1Ao/uhazk2MaNG5kwYQJv3rwB8l9KEx4ejr6+PoGBgcTHxxMREUHjxo0/uZ+2tjYpKSkYGBjI+4yUKVOG2NhYefnS+3JLjAC0a9cOmUzGqVOnPnnOwubatWtoamrStWtXNDQ0qFy5Mp6enuzduxdVVdUCH+/GjRt06NYTzbK1Plk+I5UkolqsFCKxCipaxf73hFgMppUZOX4yQ4YMITExERMTEw4ePMjZs2cZP3481atX58KFC7Ro8b9VHw0bNiQ5OZkXL16QFOJH4n87UJEV7N8tVZGU2ItbICaIESNG0KRJE+7du5dju/wmRiBrOs2hQ4fYunUrjo6O1KlThzdv3vDPP//g6+uLh4cHZmZmSCQS1q9fT8WKFdmwYQOLFi3i1q1bvHjxAiMjI44ePcqWLVsIDAykVq3ce6MAvH79mpYtWzJp0iSqV6/OpEmT2Ldv30+/GiIiIoIBAwbQsWNHBg4cyM2bN2nYsKGywxIIBILvRkiMCD6bSCSiV69e+Pn5IRaLsbOzY/fu3UXyruDnEovFbNmyhXfv3jF27Njveu0ikYi///6bGTNm/NBTHwR5U1FRoXHjxqxYsYKQkBDWrl1LTEwMLVu2pHLlysyYMYPHjx//0K/JPn36UL58efz9/dmxYweampr07ds3zyasuWnbti3Xrl1j+fLlDB48+KM9Sr7UyJEjP2t0L0Dt2rVxcXFh7NixQP5LacLDwzE2NiYwMJDbt2+jo6OjMD0kL9ra2iQnJ2NgYCAvpxGLxdja2ua6aiSvxIhIJGLSpEmfvcJCmR49eoStrS2QVR5y7NgxNmzYwPnz57GyssLSq17okwABAABJREFU0pJt27YB4OjoSLdu3TAxMWHy5MmYmJgwe/ZsAIKCgrCzs6NBgwZUa9JeXtqR+NCLsHWDCF3Vl4T7pwGIv32UkOW9yEyI4vW2UYQs74U0TaKwfdi6gTTv5sqDBw9YuHAh/v7+vHr1il9//ZVmzZoBcO7cOS5fvsyBAwdo2rQptra2iEQipFIpsbGxqLz05tXSHqQ8OI1Mqtj09UMiEWipqaD15CQLB3ciNTUVb29vFi1aROvWrbly5YrC9vlJjGRmZuLl5YWnpyenT5/m4MGDjBw5krCwMFatWoW9vT0ikYjExET5GN2jR4+yfft2Ll++jEgkwtTUlMmTJ+Pm5kZ0dDT9+vX76DljYmJo1aoV/fv3x9XVlR49erBw4ULs7Ow+ut+PLDU1lYULF1KlShUMDQ15+vQpAwYMkI8xFggEgp+F8K4n+GL6+vqsWbMGT09PFi1aRIsWLX6qZf0aGhocPnyY8+fPs3Tp0u967oYNG1KlSpVvfqdbUPiJxWJ++eUXli1bRnBwMJs2bSI+Pp527dphZ2fHtGnTePjw4Q+XJBGJROzdu5e0tDRGjRrFu3fvGDRoEFu3bs11xG1eKlSowI0bN3jz5g1Nmzbl9evX3yTetm3bEhsb+9kliLNmzeLatWucOXOmQKU0lpaWBAYGcuPGDVJTUz/ZeBWymq8mJydTsmRJhck0eZXT5JUYAXByciIyMpL//vvvk+ctTGJjY9HV1SUtLY3u3bszfvx4atasiYeHB5cvX+bq1atMmzaNR48eAVC3bl169erF/fv32bBhAxcuXACyymciIyPZuHEj1zx3kPTuDWlvg4i/eRgT16WYDFhJ3NU9ZCa9o1idTliM2oOKniEmrsuxGLUHsbpmju1P7V5HZGQkqamppKWlsXz5cgYMGMDhw4fliYvixYszZMgQ7t69y+jRo5FKpchkMoyMjNDS0mLVsiW8u7AZyZNLqKuIEEsV+4ZpqIjQUBXT2q407naZiJ5f4/fff8fAwACRSMSyZctYuXIlXbt2VRhj/7HEiL+/P5MmTcLKygoPDw8aNGhAo0aNGDhwIL/99pt8IkxMTAwzZ86kbNmy3Lx5kxMnTnDixAlMTU2pU6cObdu2pUqVKoSHh7N8+XLU1NQ++t8yMTGR9u3b07p1ayZPnszIkSOpVavWJ5MpPyqZTMaxY8eoUqUKV65cwdvbmwULFlCsWLFP7ywQCAQ/ICExIvhq6tWrx61bt+jQoQMNGzZk+vTp323ig7Lp6+tz6tQpli5dyr///vtdzz1nzhzmzp1LQkLCdz2voPASi8XUr1+fJUuWEBQUxLZt20hJSaFTp07Y2toyZcoU7t+//8MkSWrXrk2rVq1ITU1l0qRJ2NraYmNjU+Dx4np6ehw8eJDWrVtTt25dbt68+dVjzR7du3Llys/aX0dHh3Xr1jFkyBCCg4PzvWLExsaGwMBArly5gpqaGmZmZp/c7/1Smvw0YP1YYkRFRYUJEyYUuVUjampqpKamMm7cOIyNjalbty779u2jY8eOWFpaYmFhwf+xd9ZhVaVfG74PHBoVkRYUARERsRHH7u5u0bFb7O5uHduxMLADBRXsQGwlLEREQkFFUOnzfn/weX7DCIiIo87s+7q49Oz91t4n97PXelabNm04deoUAJUqVSJfvnzKfxUKBU+ePCE1NZUdO3bQu3dvClmVIjnyCYmh90h995LwjQOI2DwYRUoiKa+zrlr09/bJiR95+PAhoaGhaGho0Lt3b1q0aEGBAgW4cuUKVlZW3L9/Hz09PbZt28ayZcuQyWRoa2sTHh5OTEwM48ePJyUpgemNbbg6vi66IefRiLgD4fdJfXKFUQ1KcGVcHdZ2rcDmRVOZPn06KioqyGQyVq9eTYsWLRgzZgxLly7l999/V1a/+bsw8ubNG9asWUPlypWpXbs2qampnDhxglu3bjF8+HDat2+vrE4TERHB6NGjKV68OGFhYVy+fBl3d3eKFy9O165dKV68OG/evMHX1xdvb28MDQ2/+DwmJSXRpk0b7O3tWbRoEbt37+bixYusWbPmP1lhJSgoiMaNGzN27FhWrVrFsWPHsLW1/dHLkpCQkPihSMKIRJ4il8sZOXIkt2/fxt/fn9KlS3P69Okfvax/BAsLCzw8PBgyZMhnYcXfkzJlylC3bl3JOE4iU2QyGZUrV2bx4sWEhITg5uZGSkoKbdq0wdbWlgkTJnDr1q1fXiTZunUrCoWCHTt2cPPmzRybsP4dFRUVpk6dyh9//EGzZs3YsmVLnq/VxcUFLy8vIiIictX/k3CTkJCAnp7eF9tHRERQpkwZnjx5gp+fH+XKlcvRxWBmqTSQu4gRgB49enD//v30krG/CNbW1ly/fh1PT0+2bt3K2bNnP/uslclkyvfPp/P66d+4uDhWrlxJxYoVadKkCQBqqiqAAAQ6DnWwGOqGxVA3zAf+iYZZdhenGdv3We2Jk5MTwcHBaGlp4ezsDIBCoWD+/Pk8evQIY2Nj+vbtS+fOndHV1aVWrVokJCSgoaHB1atXSUxMxMXFBRcXFwrpahB//RDi6jYqJdzktcdS+lW3opCuBkePHkWhUGSowiOTyZg8eTJLly5l1KhRTJw4kQkTJrBy5UpCQ0MxMzPj2LFjtGvXDisrKy5cuMD06dMJCwtj0aJFlC5dWjnWp7K9/fv3x8HBgdTUVO7cucOmTZuwsbFhwYIFFCpUiKNHj7JhwwaCg4OpVKlSjp7D1NRUunTpQv78+dmwYQNPnjxh+PDhuLu7f7Gc8L+N2NhYRowYQY0aNWjUqBH37t2jUaNGP3pZEhISEj8FkjAi8V2wsLDgwIEDLFu2jH79+tGlS5dMy/H92yhTpgy7du2iffv2/6gB5syZM1mxYsUPKR0s8esgk8moVKkSCxcuJDg4mD179gDp5Z9tbGwYN24c169f/yVFEmNjY4YNG0ZSUhJ9+/aldevW3Lx5k5CQkFyN16JFC86fP8/8+fMZNmzYV6XlfIkCBQrQuXPnXJXu/cSQIUMQQuRIZAgPD6d48eJoamqSkJBAtWrVcjTHJ2Hk76k09vb2uRJGNDQ0cHV1Zf78+Tma/2egSJEihISE4OrqioqKCnv37mXu3Ll4eHjw/PlzwsPDOXjwIA0bNvysr7+/P/7+/vTt25eAgABCQ0MJCwsj5mkAuoWLo1nEkYTgG6TGv0aR+J6IP4eR8jrr0tEZ2n+IZYdrG86cOcPTp0/R1NQE0r1M6tevz5UrV9iwYQPq6upMnjwZOzs7OnfuTP78+VFTUyMxMZG6deuio6ODj4+PMv315cuXREVFsX79erS1tXn9+jUKhYJp06YxY8YMpe/EXz8j2rVrh6enJ4sWLaJz584sWrSIiIgIqlSpwvz582nQoAHPnj1jz549NG7c+DPTWn9/fyZNmkRcXByJiYk8fPiQ5cuXY2FhgaenJ2ZmZkyePJm+ffvy+vVr+vTpk+MoDyEE/fv3Jz4+np07d5KamkrHjh2ZMWMGZcuWzdEY/wbS0tJYv349dnZ2JCQkEBgYyIgRI76YfiQhISHxX0ISRiS+K82aNcPf358iRYpQunRp1q5d+68vL1uvXj0WLVpEkyZNvptPwd+xtramffv2v9QFh8SPRSaTUaFCBebNm8fjx485cOAAcrmcrl27UqxYMUaPHs21a9d+KZFkzpw56OrqEhISws6dO+nWrRubN2/O9XglS5bk2rVrBAcHU79+faKjo/NsrUOGDGHDhg25Nk7++PEjJUqUoG/fvqSmpmbbNiIiAjMzMwwMDFBXV6dixYo5muOTx8jfI0YsLS15/fo1cXFxGdp/SRgB6Nu3L+fOnfslfKjev39Pr169mDRpEuvXr8fW1pb27dszcOBA5s+fT40aNfjtt9+YOXNmhugHSDdq/SRIlC5dmtKlS9OiRQsqVarEtBkzUStghLqRJQWqdiZqx2giNg0if4VmqBtbZbmeDO23DMO2uA29evVi2rRpJCQksHnzZipUqEC1atWQyWS8fv2aoKAgHB0d8fX15cKFC5w7d45evXqhoqLCmzdvEEIwbNgwypQpQ2xsLAkJCQwfPhx9fX3Mzc158eIFhw4dQi6X07x58wzr+as4YWFhQe/evVm9ejUxMTHIZDIaNGjAxYsX6devX6aRTdeuXaNVq1bUq1cPBwcHXF1dMTIywtDQkCdPnlChQgWaNWuGvb09YWFhrFq1CnX17Esc/xUhBKNHjyYwMJCDBw+ioaHBmDFjsLKyYuDAgTke51fn/PnzVKhQgV27duHl5cX69etzlH4kISEh8Z9DSEj8Q9y/f19Uq1ZNODk5iVu3bv3o5Xx3Zs+eLcqVKyfi4uL+kfnCw8OFvr6+CAsL+0fmk/h3olAoxN27d8XkyZNFiRIlhIWFhRg5cqS4cuWKSEtL+9HL+yLbtm0TqqqqQk9PT1y+fFmYmpqK5OTkbxozNTVVTJo0SRQtWlTcvHkzj1YqRP369cX27dtz1XfTpk2iZ8+eol69emLhwoVZtktOThZyuVykpqaKUqVKCXV19Rx/Rjx//lwULlxYbNq0Sbi4uGTYV758eeHr65th28uXL4WhoeEXx50xY4bo3bt3jtbwo1AoFKJTp065WufFixeFoaGhOHnyZJZt+m6/LizHe4iiufkbd1R0XXtWCJH+2qxcubIwMTERmpqaQl9fX9StW1eYmJgINTU10blzZ5GamipCQkKETCYTu3btEr/99ptQV1cXhQoVEqmpqco1de7cWchkMhEUFCSEEKJJkybiyJEjwsHBQRw/fjzD+k1MTMTTp0/F3r17RdOmTYWenp7o2bOnOHHihKhWrZrInz+/qFy5sujSpUuG959CoRDe3t6iTp06okiRImL16tXi48ePQgghbty4IWxsbETnzp2FqqqqKFq0qLh8+fJXn/9PzJ49W5QuXVq8efNGCCHEwYMHhaWlpXj79m2ux/yVePbsmWjfvr0oUqSIcHd3FwqF4kcvSUJCQuKnRooYkfjHcHBw4Pz58/Tv359GjRoxcuTIf7Vh6MSJE6lYsSLt27fP0zD8rDAzM6Nv377MnDnzu88l8e9FJpPh6OjIrFmzCAoK4sSJE+TPn5/ff/+dokWLMmLECC5duoTiC+U9fxTdu3fHysoKIQRbtmzBxsYmQ7WM3KCqqsrs2bOVpUl37tyZJ2v9ltK9YWFhFClShHXr1rFgwQKePn2aabuoqCiMjIxQVVUlLi4OmUyWI+NVyNp8FTI3YC1QoACxsbFfPJ4hQ4Zw6NAhnj9/nqN1/Aj++OMPHjx4wOrVq7+q36VLl2jTpg07d+6kQYMGWbaraZiIIjV30UJyGZxaPppp06axe/dubty4QdOmTXn37h1+fn4EBAQoU1djY2P5448/qF+/Pnp6ely+fBl1dXVSUlJQV1dXlg0+fvw4Z8+eBVCappqbm3Ps2DF0dHRo3LgxkB6F4evry7t376hQoQLr16+nQ4cOhIWFsXXrVho3bky3bt2wsrIiMjKSFy9e0Lp1a96/f8+RI0dwdnZm8ODB9OjRgydPnjB48GC0tLRIS0vj5MmTPHnyhMOHD/PHH38QEhLCb7/9lqtz9Mcff7BlyxZOnjxJwYIFCQ0NpX///uzZsydHvjy/Mh8+fGDatGmUL18eBwcHgoKC6NChw3/SZFZCQkLiq/ixuozEf5Xo6GjRq1cvYW5uLvbv3/+vvZORkpIimjRpInr37v2PHOObN2+EgYGBePjw4XefS+K/R0BAgJgxY4ZwcHAQZmZmYujQoeL8+fMZ7jr/DPj5+Qm5XC4KFCggpk2bJho1apRnY9+7d09YWVkJV1dXkZKS8k1jpaamCisrK3H16tWv7tu7d2+xYcMGIYQQ8+fPF/Xr18/0M8bX11dUrFhRpKamCnV1dWFkZJTjOT5+/Cg0NTXF+fPnRbVq1TLsmzdvnnB1df2sj5aWlvjw4cMXxx49erQYNmxYjtfyT3L16lVhaGgonjx58lX9Lly4IAwNDcXp06ezbbdv3z5haGgoxm44JuymnPiqaBG7KSfEjqsh4t69e8Lc3FzI5XKhrq4uYmNjRVpamujYsaMAxKhRo0RsbKzYvXu3KFq0qJDL5UJLS0sYGhqKMWPGiIIFC4r8+fOL4OBgERMTI8zMzISrq6vQ0NBQrnP69OnCwMBAnDx5UoSGhorZs2cLW1tbYWtrK3R1dYWfn1+mxzdx4kQxc+ZMsWvXLmFgYCBKliwptLW1RZkyZcT+/fs/+7zw8PAQRkZGQi6Xi1KlSonZs2d/1Xn/O25ubsLc3Fw8ffpUCJEeNeXs7CwWLVr0TeP+7CgUCrF7925hYWEhOnXqJEJDQ3/0kiQkJCR+KaSIEYkfgoGBAVu2bMHNzY0pU6bQrFmzXJsk/szI5XLc3d25e/fuPxLJUbBgQUaOHMmUKVO++1wS/z3s7e2ZOnUq9+/fx8fHByMjI4YOHYq5uTmDBw/m3LlzP4WHUKVKlahfvz5JSUkcOnSI69ev8+zZszwZu3Tp0ly/fp179+7RuHHjbzI8VlVVzXXp3hcvXmBubg7AqFGjePXqlbJU6l/55C/y8OFDNDQ0lOaZOUFTU5OkpCQKFiyYacRIbgxYPzFq1Ch27NiRp74teUFMTAwdO3Zk48aNWFtb57jfhQsXaNOmDbt27aJevXqZthFCMH/+fEaNGsWpU6dY0LcZk5qUREtNlS/dzBcKBeqqMKlJSfTfBNK4cWPatm3Lhg0bSE1NpXfv3tSqVYsDBw6QL18+Fi1aRIECBQgJCcHIyIiaNWuioqJCs2bNWLZsGUlJSchkMhYtWkT//v3p2LEjSUlJ6OvrK+cMDQ0lKSmJBQsWUK5cOV68eMG2bdt48OABOjo6WZaKfvbsGWZmZsTFxaGurk5wcDCWlpYoFAqqVaumjFJ59OgR5cuXp2XLlpQoUYKQkBCWLFnCiRMncnze/46Hhweurq54eXlRrFgxACZPnkzBggUZNWpUrsf92bl16xbVq1dn4cKF7Ny5k927d1OkSJEfvSwJCQmJX4sfrcxISCQlJYm5c+eKQoUKiXnz5omkpKQfvaQ8JyoqShQrVkz8+eef332u9+/fC1NT0zz1QpCQyI6HDx+KOXPmiHLlygkjIyMxYMAA4ePj880RFd9CRESEUFdXF2ZmZqJ27dpi8uTJeTp+SkqKGD16tLCyshJ3797N9Thv374Venp6IiIi4qv6lSxZUty/f1/5+Pr168LIyEi8evUqQ7vVq1eLgQMHii1btghjY2Ohra39VdFrWlpaIjg4+LNIk8ePH4siRYp81t7Ozk4EBATkaOz+/fuLSZMm5Xgt35vU1FTRoEEDMXbs2K/qd+7cOWFgYCC8vb2zbJOUlCT69OkjypUrJ168eJFh392wt6LdipOi6JhDosTkjBEkxSd5iKJjDgmT9lNF58HjRN++fUXRokXFmTNnhBBCXLlyRZQvX16YmJgIQNSoUUN06NBBCCHE0aNHReHChcWRI0eEXC4XGzduFPPmzRNt27YVhw8fFrq6ukJHR0eoqKiIZs2aiVKlSgkHBwdx5swZ0b17dyGTyUT+/PnF3r17RUJCQoY1Gxsbi8jIyM+OMy4uTlhaWopChQqJpk2bikuXLonnz5+LMmXKiHLlyglra2tx9+5d0alTJ6GqqiosLCzE+fPnlf0TExNFgQIFRFRU1Fc9B5+eB0NDQ3Ht2jXlNk9PT2Fubv7Z++LfwsuXL8Xvv/8ujI2NxcaNG3+66D0JCQmJXwlJGJH4aQgODhaNGzcWpUqVEhcuXPjRy8lzHjx4IIyNjYWXl9d3n2v16tV5mj4gIZFTHj9+LObPny8qVKggDA0NRb9+/cTp06d/iEgyevRooaamJvLnzy9MTEy+yxp27twpDAwMxL59+3I9xsCBA8W0adNy3F6hUAhdXV0RGxubYfvIkSNFt27dMmybMGGCmDVrlhgwYIDQ1dUVenp6X3WRWKhQIREeHi7kcnkGQSU1NVVoaWl9Zi7t7OycY8PM4OBgUahQIfHu3bscr+d7Mm3aNFGzZs2vep2cPXtWGBgYCB8fnyzbvHnzRtSpU0e0aNFCxMfHZ9pm3LhxwnXiNLHu/BNh3XWGKNFvmTBqMVoMXXNEqOfTF3369BEqKiqiZcuWGc7Xhg0bhK6urtDS0hIHDhwQxsbGwtzcXLi5uQlDQ0Oxb98+YWJiItTV1cWzZ89EoUKFxMOHD0VaWprQ09MTqjp6Yvg6D1F/qpswbj9NFGo2ShSq1lGUquAsbG1tRfHixTNd79+FkZiYGDFt2jRhYGAgtLS0xIkTJzK0j4+PFy1bthQFCxYUgNDS0hKrV6/O1NC5ffv2YvPmzdme979z48YNYWhomOF5CA8PFyYmJuLcuXNfNdavQFJSkli8eLEoVKiQGDVq1H/GUFZCQkLieyIJIxI/FQqFQuzbt08ULlxY9O7dW0RHR//oJeUply5dEgYGBt+9Kk9SUpIoVqzYv/IHocSvw9OnT8XChQtFpUqVhIGBgfj999+Fl5fXN1eJySkfP34UBQoUEBYWFsLIyEgcPnz4u8xz8+ZNUbRoUTFx4sRc3bENCAgQJiYmOY6Wi42NFbq6up9FfsTHx4uiRYtmqIbSs2dPsXnzZlG6dGmhp6cnnJycxJUrV3K8NgsLCxEaGip0dXU/EzDKli37mc9Eo0aNPqtgkh1du3YV8+fPz3H774Wnp6cwMzPLNAoiK3IiigQHBws7OzsxcuTIbF8bdnZ2ynNpa2srVFVVRe3atUXjxo2FioqKMDExEcOGDROVKlVSjhMdHS10dXWFhoaGCA4OFmlpacLAwEAsWLBAqKqqit9++01YW1uLcePGCQcHB+Hq6ioGDBgghBDi9vM3wrzzDFFk9EFRdPTBDFEqNhM9RJHRB4V5pxlCw9RWDB48WJw8eVIkJiYq12tkZCQiIyNFeHi4cHV1FQULFhR9+vQR9+/fF+rq6p+JS0eOHBGGhoZCRUVFaGpqioIFC2bprePm5iZatGiRsydBCBEUFCRMTEwyvL9TU1NFrVq1xIwZM3I8zq/C8ePHha2trWjcuLF48ODBj16OhISExL8GyWNE4qdCJpPRrl07AgMDyZcvH6VKlWLLli25qtrwM1K1alXWrVtH8+bNCQ0N/W7zqKurM3PmTCZMmPCvOXcSvx7FihVjzJgx+Pn5cePGDezs7Jg+fTqmpqb07t0bT09PkpOTv9v8WlparFixgqioKD58+MCCBQu+yzzly5fn+vXrXLlyhRYtWuTIY+Ov2Nvb4+DgwL59+3LUPiwsDAsLi8+qTOjq6rJ27VoGDBjAhw8fgHSPkUKFCvHw4UMqVaqEjY0Njx8/zvHatLW1+fjxY6aVaUqVKvVZZZqceox8Yvz48SxfvpyEhIQc98lrnj9/Tq9evdi9ezcmJiY56nP27Fnat2/P3r17qVOnTqZtrly5QtWqVRk2bBhLly5Vemv8nUePHhEXF0eFChUAiI6ORi6XU61aNby8vNDX18ff359ly5ahoaHBhg0bCA0NpXjx4qSlpTF//nysrKy4f/8+enp6eHt78/vvv/Ps2TMiIyMJDw/Hzs6OLVu2MHHiRMZvPk6rVedQsSiHTK4OcvUM60lRgEyujrxYBYy7zCO6QAmmTZuGsbEx7du3Z/v27aSkpDBu3DgcHBxIS0vj3r17bNq0CU1NTQoXLoxcLgcgKCiIcuXK0bZtW2xtbQkODmbDhg0oFAoaNmzI6dOnPzsfjRs35uzZs3z8+PGLz0NoaCgNGjRgwYIFtGzZUrl99uzZyGQyJk2a9MUxfhUePnxI06ZNGTlyJMuWLePEiROUKFHiRy9LQkJC4l+DJIxI/JTkz5+f5cuX4+npyZo1a6hZs+ZnP8B/Vdq2bcuYMWNo3Lgxb9++/W7zdO7cmfj4+G8uVSohkRcULVoUV1dXrl69yq1bt3B0dGT27NmYmprSq1cvjh8/TlJS7sqXZkePHj2wtLREQ0MDPz+/LMvafiuGhoacOnUKGxsbnJycCAoK+qr+n0r35oRPwkhmNG7cGGdnZ6ZPnw6kCyNxcXHo6+vj5OSEjY0NT548yfG6tLS0+PjxI/r6+rx58ybDvswMWL9WGHFwcMDJyYktW7bkuE9ekpSURPv27XF1daVGjRo56nPmzBk6dOjAvn37qF27dqZtdu/eTatWrdiyZQsDBw7MdrwjR47QsGU7NlwMYYT7bdTqDsWs7UTWX3iKTDMf27Zto1ChQqioqLB27VomTpyInZ0dRkZGlC1blrJlywLg7e2NtrY2QghiY2P57bffOH/+PF5eXpw4cQJzc3OqdB/LnofJoKqO7AtGvEKATE2DOzJrBi/bzaNHj3B0dGTSpEm8ffsWb29vhgwZQr9+/ZQloJ89e4alpSWvX7+mY8eOODo6Eh0djZeXF5cuXcLS0pLu3btz/Phx5HI5rVu3/kwQ1NfXp5xzdcZv82GE+216b7vOCPfbrDsfzOv3//uMePnyJfXr12f06NH06NFDuf3cuXOsW7cONze3LMWoX4l3797h6upKtWrVqFu3Lvfv36dJkyY/elkSEhIS/zokYUTip6Z8+fL4+vrSsWNHatWqxcSJE3N0F+lnZ/jw4TRu3JhWrVqRmJj4XeZQVVVlzpw5TJo0CYVC8V3mkJDIDUWKFGHEiBFcvnyZu3fvUr58eebPn4+pqSk9evTg6NGjefa+kMlk7Nixg/fv36Orq8ugQYPyZNzMUFNTY8WKFUycOJGaNWty5MiRHPdt0qQJ0dHRXLt27Ytt/1qRJjOWL1/O9u3buXXrFhERETx//hx1dXUqVKjw1cKItrY2CQkJmUaM2Nvbf3PECMCECRNYuHAhKSkpX9UvL3B1dcXMzIzRo0fnqL2Pjw8dO3Zk//791KpV67P9Qghmz57NhAkT8PHxoVGjRtmOdzcsls2PVLmg14Bl3o84fCcCLRsnFEUqoOPcnsKDt7I/qiB3w2IBiI2NJS4uDh0dHfz9/QkNDcXKygqAbdu2ER0dTenSpXn+/DlLlizh8uXLxMXFkZCQwNN3acQ8ukXiiwfZrin24k5iL+5UPk5KE8z0CKDr0An88ccfDBkyhEKFCrFo0SKio6OpX78+tra2jBo1iuPHj/P69WsKFy6Mh4cHixYtIjQ0lLp162aYo2rVqty8eVMpjK5du1Z5PvrtuMGLCgPwCFVw+E4EZx684vCdCJZ7P+K3BWfo73aDS0FhNGzYkK5duzJs2DDluNHR0XTr1o2tW7diZmaW7XH+7KSlpbFp0ybs7OyIi4vD39+fUaNGoa6u/uXOEhISEhJfjSSMSPz0qKqqMnjwYO7du0dISAgODg7fVM7vZ2HRokWYmJjQs2fP7yZcNG/eHF1dXXbv3v1dxpeQ+FbMzc0ZNmwYFy9exN/fHycnJ5YsWYKpqSldu3bl8OHD35xmUblyZerVq0diYiKnTp3i3sMQ1p0PzvZu9LfQq1cvPDw8GDJkCDNmzMjR+/trSvdmFzECYGRkxIIFC+jTpw/v37/H39+f2NjYXAsj2aXSfGvECICzszNWVlb/+OfUrl278PLyYsuWLZ+lJWWGj48PnTp1Yv/+/dSsWfOz/UlJSfTq1YsjR47g6+tL6dKlsx3PzfcZHTdcJUG/OKkCklIzvk4UMjkqcnXOPn5Dp42+jNlwlFq1atGgQQN0dHQ4ffq0UoS4cOEC/v7+dOvWjV27dlGgQAEcHR3x9fUlNTWVRYsW0XbyenKbWJmcogD7hoSEhDBu3DhUVVWpW7cua9euJSwsDHd3dyIiIlixYgX37t3DzMyMlStX0rNnzyyjNiwtLbl16xaVK1dm1KhRdJy8mk4bfTkd9JI0VFDI5BnaJ6YqSEpVcCrgJd233KRI3W5MnTr1f+dLoaBnz55069aNhg0b5vJIfw4uXbpEpUqV2Lp1Kx4eHmzcuBFjY+MfvSwJCQmJfzWSMCLxy2Bqasru3btZt24dw4YNo127drx48eJHLyvXqKiosG3bNiIjIxk7dux3mUMmkzFv3jymTJnyXb0cJCTyAjMzM4YMGcL58+cJCgqiatWqrFy5ElNTUzp37szBgwdzHTG2fv165MbWGLWdTIs/7ynvzmd2N/rT3flvwcnJievXr3Pq1CnatGlDXFzcF/v07t2b48ePExUVlW27LwkjAD179kRLSwtdXV2uXr2KiooKFhYWuRZG9PX1PxNGrKysePnypdLPBHInjABMnDiR+fPn/2PRbYGBgQwfPpwDBw6gp6f3xfbe3t506tSJAwcOZCqKvH79mgYNGvD+/XvOnz//Ra8SN99nzDkRRGKq4sspLUBCShruj1KoO2A6np6erFq1ikGDBlGkSBEiIyNp0aIF2traLF68mKJFi9KhQwfCwsJwdnZGTU2Nzr36cTnkHeRAAMoUFRWep+bjY1r6Wj95V50/fx4LCwucnZ3Zv38/hQoVYsKECYwbN45Dhw5RtGhR6tSpw7JlyzJ93eXLl4/Tp09Tu+9UriaakpCSxpdssQQgVNV4rFOKndf+59W1ZMkSnj9//kun3YaFhdG5c2e6dOnC2LFjuXjxotJ7RkJCQkLi+yIJIxK/HA0aNOD+/fvY29tTtmxZVqxYQWpq6o9eVq7Q1NTk8OHDHD9+PMf+Al9LzZo1sbW1ZdOmTd9lfAmJ74GJiQmDBg3izJkzPHz4kJo1a7JmzRpMTU3p2LEj+/bty3BB/iXOvUjFuPM8NKwqgYr8s7vzyrvRgS/ptNEXN99neXIMZ8+excTEBGdnZx49epRtez09PTp16sT69euzbfelVBpIF0WHDh1KfHw8L1++xMnJCZlMhoGBAWlpaZ/5hWTFXyNG/t5HVVUVW1vbDH4quRVG6tati46OzlelH+WW+Ph42rZty8KFCylTpswX269du5ZGjRqhUCg4efLkZ/sfP35MlSpVcHZ2Zt++fWhra2c73t2wWOaceEBCSvprMCniIeEb+hO2vBPvrh3Isp+KmibP9Sty70UsLVq0UIpVxYsXJzExkeTkZPbs2cO1a9dwcXFBV1eXJUuWUKNGDQ7fiyIl5X/i+Hv/s7xY05sXa1x4f8872/XG3/EixmMZMmD/rRe0bt2apKQkIiMjadSoEVFRURQsWJD8+fNjY2NDw4YN6d+/Px4eHkRGRjJixAgCAgKoVq0aJUuWZNy4cVy6dIm0tDQA/CPiCdErh4qa5mdzv1jTm9TYl5muKyFFwZwTD7j3IhZfX18WL17M8ePHOXbsWLbH8zPy8eNHZs6cSbly5ZTvqU6dOuUokklCQkJCIm+QhBGJXxItLS1mzpzJpUuXOHLkCE5OTvj5+f3oZeUKfX19PD09WbBgAQcPHvwuc8ydO5fZs2d/1YWkhMTPgrGxMQMGDMDb25snT55Qr149Nm7ciJmZGe3bt8fd3Z33799n2f/T3fk0mWqODCcTUtKYcyIoT8QRdXV11q1bx/Dhw6lWrdoX0wCHDBnCunXrso3wyknECKRHpX0yxfx011kmk1G8ePEcR418Ml/NLJUGPjdgza0wIpPJmDhxInPnzv2ulbSEEPTt25eqVavi4uLyxfaenp4MGTKE6dOnExERgbe3N6dOnVLuv3DhAtWrV2fMmDEsWLAAlS+8vgD+OPeExJQ05eN3V/dRoEoHzIfvRrd0vWz7JqakMWHHWRo2bEhQUBBv3ryhVKlSpKWlMX78eDp06KBse+DAAeLj4+nSpQsHfK6CqhoAKW9eEHtuCyZd52PSbSGxF91IfvUsyzm1izuT8PQmCckp+IfGcPnyZVJSUnByciIpKYl58+YRHh6Os7Mzjx8/xtLSUtlXR0eHFi1asGnTJiIiIti2bRtqamoMHjxYmUo6adeFDOfja0hMTWP56SCloFi0aNFcjfOjEEKwd+9eSpYsSUBAADdv3mTGjBno6Oj86KVJSEhI/OeQhBGJXxo7Ozt8fHwYNWoULVu2ZPDgwbn6Uf6jsbS05NixYwwYMIArV67k+fjly5enWrVq3y0qReK/y/Tp05HJZERHRyOEQFdXl169egGwdetW5f//SlbbMyMgIAAHBwdMTU1Zvnw5hoaG9O3bl1OnTrF48WLevHnD1q1bKVy4MG3atGH37t2cOHFCaYz517vziaH3iNo5Pkfz/vVudF7Qv39/Dh06RN++fZk/f36WF/+lSpWiVKlS7N+/P9P9QgiePXtG//79vzhnREQERkZGKBSKDKLo16TTZGe+Cp8bsOZWGAFo2bIlHz58wMfHJ1f9c8Lq1at5+PBhjrxcTp48SefOnSlSpAiTJ09GQ0OD1q1bK9e3Y8cO2rdvj5ubG3379s3R/NHxiZwJisrg9aFIfI88vyEymQxV7QLZ9hdAYKwK7bq5ULZsWfLly8eDBw9QUVFh0qRJCCGIjo7Gz8+P4cOHk5yczKZNmwh4FKIcI+1DLFo2TsgLGCHPb4i2bRUSQ25lOaeqjh5qBhYkhQWwa9NqoqOjSUhIQEtLi8KFCxMeHs6cOXMwMTHh7du3NGvWjDlz5lC3bl2qVaumrDY1e/ZsWrZsydatWxk9ejQ3btxAI19BvP+YyGufTYQt60iU2zgUKUnE3ThK2IoupMXHELl1OGEruqBITjdk/vj4GuHr+hK2shuvT67j7INXNGzRllatWnHu3LnPTHE/fd4sXrwYU1NTHj58CKRH+tSoUQMTExPatm37jxu737lzh1q1ajF37ly2b9+Ou7v7LyfsSEhISPybkIQRiV8emUxGt27dCAgIIDU1FXt7e/bs2fNd7zp+D8qXL8/27dtp06bNF0Puc8OsWbNYunTpdy0RLPHfJTAwkNDQ0DyPSurevTvjx4/nwYMHrFixIsMFfd++ffHx8cHT05OQkBCaN2+Om5sb7du3x9/fn507d7LC+wGJqbm/G73mXM79OL5E1apV8fPz49ChQ3Ts2DHLczV06NAsRczY2FhUVVVzVIb0U6ledXV1du3aRUxMDPD1wkhW5XrhcwPWbxFGVFRUGD9+PHPnzs1V/y/h6+vLrFmzOHDgAFpaWtm29fLyonv37vTu3Zvy5csrt7u4uNCvXz9at25N7969UVVVVXpd/f2ivFevXmzdulX5/4ULF1KqgjOha/sB8PHhFcJWdCEpPIhXB2cTtqILKa/DAEgIvk7ExoG8WNVdWSEmIeQWUTvHoyaX4xn0hmvXrpGWlkZiYiIKhQJzc3PkcjkmJia0adOGxMREEhISuHz5Mm+OL+Wd735EShIqGjqkxr8mfMMAwlZ0ITEs4IumrNolfuPjY18+ht7D3NwcXV1d6tatS5EiRShatChpaWmkpKSgpaVFREQEs2fP5sGDBzx48ABdXV20tLSYM2cOBQsWpHDhwvTt25fp06dzPzqV5IhHyPMbYj7UDUXSBxKf3iR/xRZYDN+Faj4DTHutwGL4LlTU01Nt4m+fwKDVOMwHbyXx+T2Sop/j2Kpftus/deoUISEh3Lp1CxsbGyD9s2XSpElERkaSL1++L6aw5RXR0dEMGDCARo0a0aVLF27evJmpb42EhISExD+LJIxI/GvQ19dn/fr1HDhwgLlz59KwYcOvMhn8GWjUqBFz586lcePGvHyZeV51bilRogStWrVi4cKFeTquhIS1tTUBAQEEBARgbW2dZ+M+fvyY58+f07VrVwoUKEDjxo3x8vLKtK2+vj4uLi4cP36cPXv2YGhoiNu+w/gERn7RzDErhICzD6PzrFoNQOHChTl//jw6OjpUqVKFp0+fftamWbNmvHz5MtP0wLCwMIyMjHI0V3h4OC9evEAul9OlSxdcXV2BdGHk8ePHORoju6o0kHepNJ/o3LkzT58+xdfXN9djZEZ0dDQdOnRg06ZNyvK2WeHl5UWPHj04fPgw+vr66OrqKvcVKFCA4cOHc/z4ca5evcq1a9eYMmUK9+/fz3bM58+fM2HCBPSsy2HScymQLjZYDN+FRuGSGLWZjMXwXagVsiDt4zvenF6PUceZmA3YyMcHl0iOCkaziCMpr8NI+BDHRf9ghBBKIeSTQNK8eXNcXV2Ji4ujYsWK6VEoqqrU7Dmad1f3k/bhLeomNiQ+vYF+vX4Yd1tISkwoKurZC0XatunCiOL1c+zt7UlKSuLu3bsEBwdz7NgxFi5cyK5du5QCiYGBAaamphQpUoSSJUtSrFgxjI2NiYiI4M6dOyQlJXHs2DEeRbxBRbsA+Sq2QCZXQ93YCkVS9pEbBk1GkPQikJiji0iNjUKR+J4n0dlXrtLT02PVqlWYmpqiqqpKfHw8fn5+9OzZE1NTUzw8PHjwIPsyxt9KSkoKy5cvx97eHi0tLYKCgujfv3+ORE4JCQkJie+PJIxI/OuoUqUKN2/epGHDhjg7OzNz5kxlKO+vQO/evenevTvNmjXL87vv06ZNY8OGDURGRubpuBL/bRwcHJTCiIODQ67GOHHiBPb29piamjJ9+nQAgoKCKFasmNKAsEOHDjg6Oir7ZJWSky9fPoyNjWk5cj6amhrZzpsU8ZDILcMJW9WN156rlJFmofOb8SHwPE9XdMfOtrgyXeTp06fUrFkTQ0NDunXrpnyPZhauv3XrVqpWrYqtrS09evSgevXqODg4oKqqSt++fYmJicHGxoYaNWooDaQtLS3Ztm0b8fHx1KxZk3PnzgHw6NEjKlSoQN26dXNcYerp06eoqqri5OTEnDlzOHfuHKdPn/6qiJEveYxYW1sTERGhTEMoUKAAsbGxuY7YU1NTY8yYMcybNy9X/TMjLS2Nrl270qVLF1q0aJFtW09PT3r06MGRI0f47bffUFNTU35/REdHU6lSJZ49e0aPHj2oWLEiFhYWtGnTJoPvyCeEEHz8+JHu3btz48YNmjdvTrVOg1DVypftGpLCH5Aa/5rIbSMJX/c7ae/fkBzzHJmqHC3rSiQ89kONdOPWdu3a8eHDB3R1ddHU1MTOzg5fX1+KFClCdHQ0KioqGBgY4L1uGiLpPXrVuqBIfI+aQVFee63mlfsU9BsNQbdso2zXJM9XCLV8hShTqiRDhw5FS0uL5s2bo6enx6RJk/Dy8qJUqVJYW1tjY2PDhAkTWLduHZs2bWL79u2MGzcOmUzGlClT8PZON3u9fv06ZSo6IS9g/BeT0ezNRhWJH4jcNhKQUaBaZ9RNbQGIS0zJtp+Tk1MG/xchBJqamkRFRREVFUV4eDjz58/Pdoxv4eTJkzg6OuLp6cmFCxdYtmwZBQsW/G7zSUhISEh8PZIwIvGvRE1NDVdXV27dusXt27dxdHTkzJkzP3pZOWbatGmULl2ajh075mnFHXNzc1xcXJg1a1aejSkhUaJECYKCgggICKBkyZJf3T86OpqhQ4dy8uRJgoOD2bt3L7dv3+bdu3cZKnzUqlWLGjVq5HjcB1FxJKVmfYEu0lKIObaYQk1HYD54G6mxUSQ8uqrcnxB8HbMBmzGxd1KG2ffo0YNOnToRFRWFXC5n5syZyvaZhevHx8fj7u7Onj172LlzJ69evSIyMpLNmzezYcMGfHx8uHbtGgMHDlSKCTt37uT27dsASoFg+PDhdOrUiRkzZuT4DvPz588xMDCgQoUK6OrqsnbtWgYMGICZmdlXe4xklUojl8spXry48m67pqYmqqqqJCRkfwc/O3r37o2fnx/+/v65HuOvzJw5k5SUFGbPnp1tuxMnTtCzZ0+OHDlClSpVgHThJzg4mAcPHlClShX09PQIDw9HLpcr+8lkskyFoHv37jF58mQKFChAixYtaNWqFfk15Z+1ywzNoo5YDHXDYqgbhQdtQds2fT2fUlo+PLuLjo4O06ZNQ01NjSZNmpCUlESDBg0IDAxky5Yt+Pv7k5aWhpaWFitXrEBLzxDNYulpQaq6+pgP+hPzQVtQL2ROctT/Ioj0qndFr3rXjAtKS6GoVXFcRw6nWbNmqKurM3jwYF6+fImqqioVKlQgPDwcS0tL8ufPj729PRUrVqR8+fKULVuW6OhonJ2dGTlyJLdupfuZvH79mrcxL7MtIayqnZ/Udy8RQkFaQhwpbyNAJiNf2UYoEj+QHJX+Os6vqZaj8/qJ/PnzU6pUKbZt2wbA2LFjv8v34uPHj2nevDlDhgxh0aJFeHl55eozUkJCQkLi+yMJIxL/aooUKcKhQ4dYtGgRLi4udO/ePc9TVL4HMpmM9evXk5KSwuDBg/PUL2X8+PHs3buX4ODgPBtT4r/Np6iCx48f5yqVxtfXl/DwcCpVqoSVlRWRkZEEBASgrq6uvFtfvXp1ChUqxLRp03I8blxi9qJiyutwUt+94qX7FF780ZPkl8FKjweAAlU7I1OVo2dpT1xcHPHx8dy6dYsBAwagqqrK8OHDM1SZ+Xu4PkC5cuUoWLCgMq1AW1sbhULB0qVLiYiI4M8//0RDQ4NTp07RvXt3hBCMHz8eCwsL6tWrp/Qbunr1Kj179iQiIoKqVat+8dg/mXCqqqpSsWJFAJo0aYKTkxPr1q0jISEhRykvn1Jp9PT0iIuLU5ZY/SuZGbC+e/fui2NnhZaWFiNGjMiTO/heXl5s3ryZ3bt3ZxAz/s7x48fp1asXR48eVYoikF4e/vHjxzg7O+Pq6kpMTAxz587Fw8OD58+fEx4ezsGDB2nYsCH58+cnLCyM+Ph4OnTowJ07d+jTpw+rV69Wzm1nkh8NefY/vTTMSpAcFUxyzHNEajIv90wiMfRu+rkpVo6kiAeovQnB1tYWb29v6tati6amJu3ataNTp05YW1tTs2ZNUlNTKV68OHfu3OHIkSMkxEYjU6ShUdiO5FdPSX71DJGazNuzW0iLi8l2TWGruqGd8IpWrVoB6a8vPT09Dhw4QJ8+fahQoQJqamoUKlQo0/7t2rXj/v376Ovrs27dOgDq1avH07vXyC7XTa96V2KOL+PF8s4khtxG3agY6kbFeLG6B3G++1E3KgbvIrEzzT4KJzPc3NzYuHEjhoaGPHnyhKlTp371GFkRFxfH2LFjqVKlCjVq1MDf359mzZpJ5XclJCQkfmJydutCQuIXp0WLFtSpU4eZM2dSunRpZs2aRd++fXNUWvFHoaamxv79+6lRowbz5s1j4sSJeTKugYEBw4YNY9q0abi5ueXJmBISBgYGPHv2LNuLz6wQQlC7dm08PT2B9CgLFRUVAgICCAlJr6Zx8eJFZs2a9VXpZV++Oy+QFzSlcN/0CzVFSiIoFMq98oKmAGipySETjeXvkQJ/D9f/1Oav/wIoFAqqVKlCp06dGD58OCoqKvz2229cuHCBqKgopTHopxSN5ORkhBCoqKgQFhaGoaHhF9Ph4uPjUSgUxMTEKEv1AixfvpzSpUtjZmZGcHBwhn2Z8UkYUVVVpUCBArx9+xYDA4MMbbIyYDU1Nc127OwYOHAgVlZWPH369IueIFkRGhpKr1692LdvHyYmJlm28/DwoHfv3hw7dozKlStn2HfgwAFUVFTQ19dnxowZ9OvXj4EDB5IvXz5q1KiBEEL5vSKEoHDhwhgaGlK4cGFatWpFqVKlMozXroI5S049zHbdqjp6FGoyjOgDs1EkfUSnVC20i6evS6aqhrZlWbTfP6NUqVJ4e3tTr149jh8/TmRkJNHR0RQsWJB8+fKhpaWFpqYmhQoVwszMDLlcju3HACJNGmPQdCTRh+chkj6iU6o22iV+y3o9pNFp7GJ2zhiQYbtMJqNOnTpKkb1GjRq4uLgoDWgVCgW3bt3C09MTT09PZZnpd+/eYWJiQo8ePWjathN9j0WRlJr+vjNoNjLDHFrWlTAftCXDNqN2GQUMDbkK7cqbA+lRZZ/Szz7Rq1evTFPuSpQowaVLl7I87tygUCjYtm0bkyZNolGjRvj7+2f72pOQkJCQ+Hn4ea8KJSTyGF1dXRYuXIi3tzfbtm2jatWq3L1790cvK1vy5cvH8ePH2bBhAzt27MizcUeOHIm3tzf37t3LszEl/tvY29tjZ2eXq77Ozs7cunWLwMBAEhMTqVu3Lj4+PlSoUAEtLS22b99OcnLyV5dx/dLdeTV9c0RKEomh9xCKNGKOLub9fW/lfplMBU25CqZ66dUw8uXLR7ly5di4cSMKhYKVK1fSpEmTrz7eN2/eEBwczLBhw9DW1ub06dNoaGjg5uaGjo4OrVu35vz58xQrVgxtbW0OHDiAk5MTu3btIiwsTJlmkx2hoaFK0aZIkSLK7cbGxsyfP5+YmBhl2dLs+CSMAFmm0/zdgPWTz8i3kD9/fgYMGJBrs+ikpCTat2/P6NGjqV69epbtshJFFAoFEydOZM6cOVy9epUnT54QFRWlTJ3q1q0bz549U4oviYmJjBs3jsePH7Nnzx6Cg4M5dOjQZ6WrI0MekfL8DuIvApxJ1/loFnXMsC5tGycK99+AxTA39Ov+rtwu0pKxsytBcWsrihUrhpeXF/v37+fixYvEx8fTpUsXnjx5QteuXZVmpzNnziQtLY0//viDM24rmdSkJPolnDDvtx7zoTsoWKd3pudGJgMtNVXq6MWS/9WXvyufPXtGgQIF2L17Nz169MDU1JQuXbpw/vx54uPjUVNTo1q1auzatYvw8HAWLFhADady1LQ1zC6bJltkMqhdwpBCutl7Cf0TXLlyBScnJzZu3MiRI0f4888/JVFEQkJC4hdCEkYk/nM4Ojpy6dIlevfuTf369Rk9ejTv37//0cvKEjMzM06cOMHo0aOVpnXfSr58+ZgwYQKTJk3Kk/EkJEqWLJlrYcTIyIjNmzfTqlUrihYtSvXq1WnRogWqqqocO3aMxYsXY2Njg46OzleN266Cebb7ZXI1DFuO443PRl6s7oGKuhb5yjXO0CY1LY0KRfSUj3fs2IGbmxvGxsYkJyd/VWrPJwwMDOjZsydWVlYMGDCAihUr8ujRI2QyGfnz52fp0qV06NCBQ4cOUbhwYVauXMnKlSvZsmULFy5cyFAlJSuuXr2Kuro6lSpV+ix838XFhXz58uUoYkxLS0vpF5JdZZq/p9J8qzAC6b4qe/fuzZVZ9KhRozA3N1dW4smMY8eO0bt3bzw8PDKIIgkJCXTq1IkLFy7g6+tLiRIlsp3r1q1bVKxYkeDgYO7du6dMN/krb9++ZejQodStWxdZ0KkvptNkxcvto3lz7xyJiYlKk94mTZpw6NAh3rx5g0KhwN7eno0bNxIfH8/KlStZvnw5K1eupF+/9JK2XZyK0N3sNclPryNSk5EpMoZDqaJAQ65CQ3tj3Ps507yknrIk8d9RKBRcv36dadOm8eLFC2rVqoWbmxvq6uo4Ojry8uVLChYsyKxZs4iMjGTDhg3UrFkzQ2TV4Fo2aMpzV5lFU67KoFo2ueqbV7x48YKuXbvSoUMHRo4cyeXLl6lUqdIPXZOEhISExNcjE3lpXiAh8Yvx6tUrxowZw9mzZ1m5cmWmP2h/Fi5cuEC7du3w9vbOUJkjtyQlJWFra8uuXbty5FkgIfEr0m/HDU4HvcxVyV4ZoBH9AHFxA5MnT6Zz5865ShXKDU+fPqVVq1ZUrFgRHx8f9u/fT8WKFdHR0eHVq1dfFEd69+7NoUOHGDhwIHPnzv1s/9y5c5k5cyYPHjzA0tIyy3EuXbrE+PHjuXTpEk2bNmXgwIE0a9YsQ5uUlBTy58/Pmzdv0NLSolOnTrRs2ZLOnTvn6tj/yvDhw1FXV2fRokU57rNr1y6mTZvGjRs3KFCgQKZtjh49yu+//87x48czXMS+fPmSli1bYm1tzebNm9HU1MxynpSUFObNm8fq1atZtmwZXbp0+UyESktLY/PmzUyZMoU2bdowdOhQqlatytJj15l2+C4qalmP/3cUKYnU04/j8rb5hIeHU61aNSwtLVm3bh0NGjSgWLFieHh4kJqayuvXr2nfvj0+Pj64u7tTu3ZtID2qoU+fPjx//hxra2uWrtlIsMKAB5HxhL18zbVLZzHVUuD5xzRlFMatW7fo06ePMlLp9evXFC1alCZNmnDu3DkMDAxwdnbm0KFDNGvWDA8PDypUqEDXrl1p06ZNls/BX3HzfcacE0EkpCi+2PYTWmoqTGpSkm7Oljnuk5ckJCSwZMkSli1bxsCBAxk/fnyOREsJCQkJiZ8TKWJE4j+NkZER27ZtY9u2bYwfP54WLVoQGhr6o5eVKTVq1GDVqlU0a9aMsLCwL3f4AhoaGkyfPp0JEybkqbmrhMTPxDfdjVZTxX1ab9asWcPGjRuxs7Njy5YtpKRkXxo0L7CysuLKlSvEx8cDsGDBAt68eYOGhkaOLr7u37+PXC7P0kOkatWqGBsbZ6iGkxl/T6XJLGJETU0Na2trZWWavIoYARg9ejSbN2/ONIUnMwICAhg+fDj79+/P8oL8yJEj9O3blxMnTmQQRQIDA3F2dqZRo0a4ubllK4oEBQXx22+/ceXKFW7dukXXrl0/E0U+pVbs2LEDLy8v1q5dy5UrV2jYsCEf7ngRd34rmnKVDGk1mSEUClRJ463PZg4tGsWqVavQ0dFRVqE5ffo0T548YceOHaSmprJnzx5UVVXZt28fx44do3bt2oSGhtK8eXPq1atHdHQ0GzZs4O7du9SrVpn+NaxZ1rEse4fU5qPPWh4e/gM9rf8JgGZmZoSEhDBjxgycnZ2xsrIiOTkZJycnNm3aRMOGDTly5AipqamUK1eOgIAAvL29cXFxyZEoAtDN2ZKRtS0RqUlfKNj7vxSfHyWKCCE4cOAA9vb23Llzhxs3bjB79mxJFJGQkJD4xZGEEQkJoHbt2ty9excnJycqVKjAwoUL/5GLn6+lY8eODBs2jCZNmuTJhUf37t2Jjo7Gy8vr2xcnIfETUsZCj0lN7NBS+7qvOw25jElN7ChjUZC6dety4cIFNm/ejJubGyVKlGDTpk0kJyd/p1Wno6ury969e+nevTsHDx5k586dWFhY5KhvSEgIHz9+zFIYsbGxITExkfDwcHbv3p3lOH8VRgoVKpSlQPFXA9a8FEYsLCxo3bo1q1ev/mLb+Ph42rZty6JFiyhTpkymbY4cOUK/fv04ceKEsloPwOnTp6lVqxazZs1i+vTpWVYP+VRRqEaNGvz+++94enpibp4xZSsiIoLu3bvToUMHXF1duXDhAuXKlVPO37JlSxYvXkxtczktdJ6i9z4UDXm6n81fEalJiNRkEh77UuLVBQpbWmPWdgKuRx8jq9IL/zQTHCv9xvDhw4mKisLCwoLAwECOHj2KQqGgZs2aeHh4MGbMGOzs7PDx8WHEiBE8f/48UyFHRUWFevXqoaOjw/nz59m1axfdu3fH0dGRuLg43r59q/RckcvlrF+/npEjR5IvXz5cXV1p06YNo0aNwszM7IvPVWYEHd2A83tfGpYyzvR8aMpVMqT4/AhR5N69e9StW5cZM2awefNm9u/fT7Fixf7xdUhISEhI5D1SKo2ExN8IDg5m0KBBREREsG7dup8uzUQIwfDhw/H398fLywt1dfVvGu/gwYPMmjWLmzdv/tRVeiQkvoX0UP0HJKamZZtWk353XoFxxCWubF+Y6QXypUuXmDVrFg8ePGDChAm4uLigofF9zR8bNWrEuXPnKF68OPfv38+2bXx8PAULFkRDQ4P3799negwKhQJdXV08PDzo0qULAQEBmZZaDQ0NpXr16jx//pxZs2aRlJTE7NmzP2s3Y8YMkpOTmTNnDvPnz+ft27csWLAg9wf8Fx4+fEj16tV5+vRplnflhRB06tSJ/Pnzs3HjxkzbHD58mP79+3PixIkMgtHGjRuZMmUK+/bty9aoNSQkhF69eqFQKNi6detnpamTkpJYsWIFCxcupG/fvkyaNCnDej98+ICpqSmnTp2iSpUq3Lt3j3r16uHj44OpZXH233rBhr3HQU2LsOCHJL4MoYGTPcGYEqdrgRAChewv0U9pKaioqPD+sR/qj8/wyNebCRMmcOjQIRwdHalRowbjxo1DS0uLBg0asGrVqiyFNYVCwY0bN5g1axanT59GJpPRoEEDGjduTOPGjalevTouLi6cPHmSp0+fEhcXx5EjR2jQoAEymUzptTNjxowsz192BAYGUrNmTQIDAzE0NOT1+yT233rBjmNniEtIoW71KtiZ5qddefMfYrQaExPD1KlTOXDgANOnT6dv377/WFqdhISEhMQ/g3QVJCHxN6ytrfHy8mLKlCl06NCBvn375jiM+59AJpOxbNky9PT06N279zenwbRu3Ro1NTX27duXRyuUkPj56OZsiXs/ZxraZ343Wl1VhoZchdRnN4neM4m3149x9OjRTMeqVq0aJ0+exN3dnWPHjmFjY8Pq1atJTEz8butftGgRampqhIWFMXDgwGyjVW7evIm6ujr29vZZRj6oqKhgbW2Nvr4+HTt2ZPTo0Zm209bW/qL5KmQ0YM3LiBFIL6taq1atLAUPgFWrVvH48WNWrVqV6f5Dhw7Rv39/PD09laKIQqFgzJgxLF68mEuXLmUpiggh2LBhA05OTrRo0YJz5859Jop4enpSunRpLl68yNWrV5k3b95nIs6pU6eoXLkyM2bMoHjx4hw5coR69erh4OBAQW01zN4F8nj7ZG6v6E/86T8YOrAvAQWrEqtblDRUMooiAKpqKGSqaNlURrvFJJqNmM/t27dxdHTk2rVrzJo1C0NDQxwdHTl06NBnokhMTAw7d+6kW7duGBsb4+LigrGxMXK5nEaNGrFz5050dXUZMGAAERERXL16lWnTphEeHo6Ojg4VK1ZUvr6ePXuWrVdNdgghGDFiBJMnT8bQ0BCAQroamLz158W+OZyf1ZllHcvRv4b1Py6KpKSksGrVKuzt7ZHL5QQFBTFw4EBJFJGQkJD4FyIJIxISmSCTyejQoQOBgYFoampib2/P9u3bfxovDlVVVXbu3MnTp0+/ubKMTCZj7ty5TJky5adMH5KQyCsczfVY160iV8bVYWR9W1qXLUxdOyP0455Qx+AjV8bVYc+Qurx/HkCRIkUYPny4Mo0kM5ydnTl+/DiHDh3i9OnTWFtbs3z58mz75JbSpUujr69P7dq1iYiIoE6dOkRFRWXa1s/Pj7S0tCzTaD5hY2PDkydPmD17Nj4+PpmWQ85JuV74fqk0n5gwYQJLliwhKSnps31Xr15l9uzZ7N+/P1NfkAMHDjBgwAA8PT0pX748AB8/fqRdu3Zcv36dq1evYmOTeWWTiIgImjZtyvr16zl37hyurq6oqv5PoHjy5AnNmzdn+PDhLF++nGPHjlG8ePFMxzpy5AhNmzbF29tb2X7ChAls2rSJUqVKMWXKFBISEtDR0WHg0t0cfCpISEnjS986MhUVktMgRK88ieaV8PT0JDExkZUrVxIWFsb79+85cOAACoUCPz8/ZsyYQeXKlbG2tlZGydy4cYOAgADWrl2LpqYmJ06cwNzcnN27d9O9e3dat25Nr169aNy4MWpqap99F36LMHL06FHCw8MZNGiQctvz58/p168fu3fvpmDBgrka91vx9vambNmyHD16VGnQrq+v/0PWIiEhISHx/ZGEEQmJbChQoACrVq3Cw8ODFStWULt2bYKCgn70soD0MppHjx5l//79rF279pvGqlevHkWKFGHLli15tDoJiZ+XQroaSsPJzT0r0aVYCvIn5yikq0H16tWpVq0ap0+fxsHBIdOKLn+nYsWKHDlyBA8PDy5evIi1tTWLFy/O8zLglpaW+Pv7c+jQIerVq0elSpW4fv36Z+38/PxISUnJNi0E/ieM5MuXjzVr1tC/f39ldMgnPpXrFUJkGzFiY2PD8+fPSUxM/C7CSLly5ShdujTbt2/PsD06OpqOHTuyefNmrKysPut34MABBg8ejJeXl1IUiYyMpGbNmuTLl49Tp05lerErhGDXrl2ULVsWJycnfH19KVWqlHL/+/fvmThxIs7OzlSvXp379+/TpEmTTNc+ffp0tLW12b59O1OnTkVFRYUnT55gaWlJ/fr1OXjwIKtWrcLExASFQkGnwePwjNT8qgotAEJVjZdmv6FhWpyHDx/i4uJCfHw8rVu3pkePHhgZGdG7d2/ev3/PvHnziI6O5vDhw/Tr14/w8HAGDx5M4cKFUVVVRS6Xc+LECY4fP06XLl2wtLT8rGTvX6ORciuMJCYmMmrUKJYvX46amhqQHqXRuXNnRo0aRZUqVb56zG8lODiYVq1a0b9/f+bOncupU6cyPPcSEhISEv9OJGFEQiIHVKxYET8/P9q2bUv16tWZPHnyZxcQPwIDAwM8PT2ZNWtWlmH/OeVT+c6f4bgkJP5JqlSpgq+vr/Lx/v37UVVVJTAwkHXr1vHo0aMcjVOuXDkOHDjAqVOnuH79OtbW1syfP19ZWSYviI+P59atW0yfPp1Vq1bRpEkTtm3blqGNr68vQgh+++23bMcqXrw4T548AaBZs2ZUqFDhM48IFRUVNDQ0SExMzFYYUVdXx9ramocPH34XYQRg4sSJLFiwgNTUVCC9FG6XLl3o2rUrzZs3/6z9/v37laLIJ/PT+/fvU6VKFVq1asXWrVsz9WiKiYmhQ4cOzJkzB09PT6ZPn668aBdCsHv3bkqWLElYWBj37t1j7NixX/SYad26NWXLlkVVVZXU1FSWL19OsWLFOH36NCdOnOD06dNcu3YNNTU1Umxqk5ialqtzpKKmgVGt7mzYsEEZFXL//n3Kli1Ly5Yt8ff3Z9GiRdStW5fg4GAmT56MtbU1ffr0wdTUFF9fX5YvX46+vr4yNQrA3Nz8M2HkEykpKURFRX1mQpsTli5diqOjI/Xr11dumzZtGvny5WPMmDFffwK+gfj4eMaPH0/lypVxdnYmMDCQli1bZpmOJiEhISHx70ISRiQkcoiqqipDhw7l3r17PHr0CAcHB06ePPmjl4W1tTVHjhzh999/x8/PL9fjODk54eTkxB9//JGHq5OQ+PmpUKECQUFBypQRY2Njxo0bR0hICA0bNmTIkCFflUZXunRp3N3dOXv2LPfv38fa2prZs2fz7t27b1pneHg43bt3V/potGrVinPnzjF79myGDx9OSkoKkZGRxMfHo6Ki8sU7+J8iRj6xYsUK/vzzT+7evZuh3aeokexSaSDdZyQwMPC7CSPVq1fHxMSE/fv3A+lGn2lpacyaNeuztvv27WPIkCF4eXlRtmxZALy8vKhbty7z589n0qRJmV7wHjt2DEdHR4oWLcrNmzczpCPduXOHGjVqsGjRIvbs2cOOHTtyXIHlzp07vH37ltjYWNTV1WnWrBn79u3DwcGB3bt3s2bNGipVqoRCXYcroXHZGgRnh0CGMLXnzYfkDFEhR48excPDg5MnT7JkyRIA6tatS0JCAvv37ycwMJDJkydjZWVFnTp1eP36NefOnVOOm50w8uLFC0xMTJTiUU4JDw9n6dKlyvVAug/L9u3b2b59+z9mBq5QKNi2bRt2dnZERUVx7949xo8f/90NlSUkJCQkfjKEhIRErjhx4oQoVqyY6NChgwgPD//RyxHHjh0TJiYm4smTJ7keIyAgQBgaGorY2Ng8XJmExM+Pk5OTOH/+vPJxcnKyKFCggNDQ0BAlS5YU+/bty/XYDx48ED169BCFChUS06ZNE2/evPnqMRQKhdDQ0BBhYWFCT09PvHz5UrnvzZs3olGjRqJ27dpi27ZtwsbGRujr639xzNDQUGFmZpZh26ZNm0SlSpVEamqqclvhwoVFWFiYiIuLEzo6OlmON3XqVDFp0iQRGRkpjIyMvvoYc8Lx48eFo6OjOH78uChcuLCIior6rI27u7swNjYWd+7cUW77448/hImJibh8+XKm48bGxopevXqJYsWKZXgdCCFETEyMGDhwoDAyMhLr16/PcG6yIy0tTXh4eIgiRYoImUwmzMzMhKWlpZDJZCIgIEAsXLhQGBkZCZlMJszNzUVkZKQoVK2jKFC+iVDR1hOq+Q2FYZvJouh4D1Fk3DGhW67xZ9sLNRkhdBzqiqLjPUTR8R5Cw8JBmHWeI9adfyL+/PNPYW1tLUxNTUWPHj2EnZ2dkMlkQkNDQwCiUKFCwtbWNtO129raChMTE+VjX19fUalSJeVjPT098fr1ayGEEGfPnhXVq1fP0Tn5K127dhUTJ05UPo6IiBCmpqbizJkzXz1WbvH19RVOTk7CyclJ+Pr6/mPzSkhISEj8fEgRIxK/DDHvk1h3PpgR7rfpve06I9xvs+58MK/ff27G90/QuHFj/P39KV68OGXKlGHVqlWkpeUu/DkvaNasGdOnT6dx48ZER0fnagx7e3uaNm3K4sWL83h1EhI/N1WqVOHq1avKx2pqauzevZvk5GQKFy7MyJEjc+0ZUqJECbZt24avry/Pnz/HxsaGyZMnZ5mWkhkxMTHo6Ohgbm5Ou3bt2LBhg3JfwYIF8fDwoHLlygwbNoyUlJQcRTKYm5vz5s0bPnz4oNzWu3dvtLW1M1R3+WTAqqurS3JycqYGqPA/A9ZPESPiO5hVN27cmJSUFLp27cru3bsxNjbOsN/d3Z1hw4Zx8uRJypQpQ1paGiNHjmTVqlVcvnw50/SiM2fO4OjoiIaGBvfu3aNGjRpAeqrOmjVrKFmyJKqqqgQFBdGvX78M5quZkZSUxJ9//omDgwOTJ0/G1tYWSDdyffbsGb/99hsRERFs3LiRlJQUChQoQGJiIpGRkci1dHn/5Drmg7Zg1HYKCU9vAJD8MpiE4Bufbc+MNGRcvHaTadOmYW9vT3x8PHv37mXkyJFUrlyZFStWAOmvqYcPH2Z5nuPj4wkNDQUyjxj5loo0ly9f5vz580yYMCF9zWlpdOvWjb59+1K7du2vGis3RERE0KNHD9q0acOQIUO4evUqlStX/u7zSkhISEj8vEjCiMRPz92wWPrtuEHVBWdY5v2Iw3ciOPPgFYfvRLDc+xG/LThDf7cb3A2L/cfXpq2tzezZs7lw4QIHDhygcuXK3Lx58x9fxyf69+9P+/btadGiRa4rY0yfPp01a9bw8uXLPF6dhMTPy9+FEUi/OCxfvjw+Pj6UL1+emTNnftMcNjY2/Pnnn9y4cYNXr15RvHhxxo8fnyMhMywsTFludejQoaxbty5DFSlVVVXmzZtHkSJFCAsLy7Q6y99RUVGhWLFiPH36VLlNJpOxYcMGZs+erbwo/iSMyGSybNNpPpXs1dTURCaTfZfyxZ+EmQIFClCtWrUM+9zd3RkxYgSnTp2iTJkyvH//ntatW3Pv3j2uXr36mTnrx48fGTZsGD169GD9+vWsW7dOWWL3woULVKhQgb179+Lt7c2qVau+WJHk7du3zJs3j2LFirFv3z5WrVrFrVu3UCgUGBgYoKuri56eHqGhocyZM4e4uDiSkpK4ePEiv/32G2fPnkXLsAgIwdvz20iNi0a//gAA1PRMM92eFcf2bCM8PJzz58+jra2Nuro6dnZ2bNiwgSlTpnzxPNevXx9tbW0uXrwIgImJCTExMZlWLvtaYSQtLY1hw4axYMEC5fmeN28eaWlpTJ06Ncfj5IbExETmzZuHo6Mj5ubmPHjwgO7du/9jaTsSEhISEj8v0jeBxE+Nm+8zOm305XTQS5JSFSSlZnTpT/z/bacCX9Jpoy9uvs9+yDpLlizJ2bNnGTp0KE2bNmXYsGHf7CeQW2bPno2NjQ1dunTJVQRL0aJF6datW46qcUhI/Ftwdnbm6tWrn0U57N+/H5lMxq1bt9iyZYuyJO23UKxYMTZs2MDt27eJi4ujRIkSjB49Olsx8q/CiKOjIzY2Nhw8eDBDG4VCwfPnz1FXV+fJkyeMHTv2i58Bf/cZAbC1tWXkyJEMHDgQIQRaWlpKoTU7A1ZbW1tCQ0NJSkr6bj4jI0eOpEyZMsjlcuVFO8CePXuUooijoyPh4eHUqFEDIyMjvLy80NPTyzCOr68vZcuW5c2bN9y/f59GjRoB6X4ZnTt3plu3bkycOJGzZ8/i6OiY7ZqePXvGiBEjsLa25sGDB5w8eRJPT0/q1q2LTCbjwYMHxMbGYm5uzogRI6hSpQrnzp0jJiaGw4cP4+DggEwmIyIigsSEj5j9vgZNi1J8CLrAS/d0EUNFUyfT7X8nLT79udGUy+jduzfv3r3j5cuXhIaG4uTkROnSpenZs+cXz3ONGjV49+4dZ86cAdKFN2NjYyIjIzM9/q8RRrZs2YKWlhadO3cG0kWo1atXs3Pnzi9G4+QWIQSHDh3C3t4ePz8//Pz8mDt3Lvny5fsu80lISEhI/HpIwojET4ub7zPmnAgiISXti0Z0QkBCShpzTgT9MHFEJpPRs2dPAgICSEhIwN7enr17936XcPIvrWPz5s28f/+e4cOH52r+SZMm4ebmxrNnz/J+gRISPyFFihRBVVWVkJCQDNstLS0ZMGAA4eHh1K5dm8GDB+fZe7po0aKsWbOGe/fukZycTMmSJRk5ciQRERGftX3x4kWGqh/Dhg3LkO4C8OjRIwoUKEBaWhrLli3j1q1bNGnSJFvD1MyEEYAxY8YQFhaGu7s72traympVX6pMU6xYMR49evRdhJGdO3fi7e3Nli1bGD9+vFK83b17N6NGjeL06dOULl2aO3fu4OzsTMeOHdm4cWMGU9CkpCQmTpxIq1atmDt3Lm5ubhQsWJDExETmzp1LmTJlsLGxISgoiA4dOmRbkeTmzZt07tyZChUqKNNwtm3bRunSpZVtIiIiiI6OJiUlhZiYGDp37sypU6dQVVXFyMiIChUq4O/vj4+PDytXriT+wVViji5Cy6oCejW6kxzxECEECc/uEHNsyWfbVTS0SY17BcDHJ36kxkahrqqCRVFL3NzceP78ObGxsZQtW1aZNjNt2jRUVFTYtWsXKSkpmT5P+fLlo2TJknh7eyu3/TWd5q/vga8RRmJjY5k8eTIrV65EJpMRExND165d2bJlC4ULF87RGF+Lv78/9evXZ8qUKWzYsIFDhw5lWtpZQkJCQuK/jSSMSPxQbt++TalSpTAxMWHSpEnK7XfDYplz4gEJKYpsen9OQoqCOScecO9FbB6vNOcUKlSIjRs3snfvXmbNmkWTJk0IDg7+R9egrq7OgQMHuHDhQq78QoyMjBg8eDDTp0/P+8VJSPyEyGSyz8r2fmLx4sVoa2tz5MgRXr9+ze7du/N0bnNzc1auXElAQAAymQwHBweGDh2awdPhrxEjAC1atCAsLIxbt24pt/n5+WFpaYmWlhZ2dnZ4eXnh4OCAk5MT9+/fz3TurIQRdXV1Nm7cyMiRI5HL5cqIEX19/Wy9UT6l0+jp6eVp1FxAQAAjRoxg//79FChQgO7du+Pv78+cOXNwdXXl1KlTODg44OHhQYMGDVi2bBnjxo3LIGzcvXsXJycnAgICuHv3Lu3atUMIwbFjx3BwcOD69etcv36dWbNmoaOjk+k6hBCcOHGCOnXq0KpVKypWrEhISAgLFizA3Nz8My+svn9eQs3MDmQyPn78SOXKlYmPj2fAgAG0b9+eokWL4ujoSEJCAuXLlyd/YhQqmrq8+KMXL93GolfLBZlMhmaR0qho5ft8u1V5UKQR5TaWxJDbaJiXRAAeGxZgY2ODvb099vb2DB06lDJlygCgq6vLwIED6dGjByYmJlm+Npo3b86rV6949SpdePm7z0huPEZmzJhBixYtKF++PAqFgl69etG5c2caN26co/5fw5s3bxg6dKjyubpz5w716tXL83kkJCQkJP4dSMKIxA8jNTWVdu3aMXPmTEJDQ/H29ubUqVMA/HHuCYmpuTMyTUxNY8259B/6tWrVylBy8J+katWq3Lp1i9q1a1O5cmXmzJmTpWnh96BAgQKcOHGCVatWsWfPnq/u7+rqyokTJ/IkdUBC4lcgM58RSC9Xu3btWlJSUsiXLx9jxowhLi4uz+c3NTVl6dKlBAUFoaWlhaOjIwMHDiQ0NPQzYUQulzNo0KAMUSN+fn5oa2ujUCgwMzNDLpezZMkSpk+fTp06dThw4MBncxYvXjxTYQTS04vatWvHo0ePMqTSZBeB8smAtUCBAnkWMRIfH0/btm1ZvHixMq1FQ0OD2rVrM3v2bE6fPo2DgwMrV66kX79+HDt2jHbt2in7p6amMnfuXOrVq8eoUaM4fPgwxsbGPHz4kCZNmjBmzBjWrFmTbSRBUlISW7ZsoXTp0kycOJHevXvz9OlTXF1dyZ8/f5ZeWAEfdCjUbjpFXA/QfMFRUvKZUaRIETw9PTl48CAaGho0bNiQESNGcPPmTV49D6Ziqz4UGb4L8yHbyV+xOQAyFVUMmo7A4m/bVdQ0Mem2EJNuC9Gv3x/Tbgtp2rAuJno6+Pr64uDgQI8ePXB1dc1wPKtWraJx48aMGjWK6tWrZ3rM9evXR0NDQ5mylJkBa2pqKpGRkRmimbIiMDAQNzc35syZA8CyZcuIiYlRPs4rUlNT+eOPP7Czs0MIQVBQEEOGDEEul+fpPBISEhIS/y4kYeQn4WeruPJPcPnyZTQ1NWnbti0aGhq0bt0aHx8fYt4ncf5R9BfTZ7JCCDj7MPqnOHdqamqMHTuWGzduKHPa/0mhxtzcnOPHjzNs2LCvnrdAgQKMHTuWyZMnf5/FSUj8ZGQljAB069YNW1tbrl27RpkyZZg2bdp3W4exsTELFy7k4cOHFCxYkPLly3PmzJnPDCJ///13Dh8+rDRvvXbtGvHx8SQkJGBqapph7V5eXowaNYrJkyejUPwvEi+riJFPzJ07l+joaKWpdHapNJAeMfLXyjTfihCCPn36UKNGjQzeGG5ubnh7e6OlpYUQgqFDh7JhwwauXLmSobrIw4cPqVatGmfOnOHmzZv07NmT+Ph4xo4dS7Vq1ahfvz737t2jQYMGmc4fGxvL/PnzsbKyYs+ePSxbtozbt2/TrVs3ZYrOl7ywVNQ0kMnVuRr2Ef0OMynTdgitW7cmISGBtm3b4uvry8qVKylbtiyurq7UNEpCkZK77y+Rmkw7+/wA6OjocPz4cY4cOcKyZcsytJPJZKxatYply5ZlMN/9K87OziQmJnL69Gkgc2HkxYsXGBsbo66unv26hGDEiBFMnjwZQ0ND/Pz8WLBgAXv27MmQ6vStnDlzhnLlynHgwAF8fHxYvXo1hQoVyrPxJSQkJCT+vUjCyA/mZ6648r25f/8+dnZ2yscuLi7079+fMfNW83RVL16sceH9vfT85sTQe0TtHK9sG+OxjPf3vEmNfcmLNb2J8ztE2IouRGweQtr7t7x/cIWi5qZcvnyZli1bYmBgwIMHD/7xY/yEpaUlR48eZd68efTo0YOePXvmuqTu11K6dGn27NlDhw4dCAgI+Kq+gwcP5vr161y7du07rU5C4uehfPnyBAUFZVrRSSaTceDAAYQQXL9+nZ07d3Lv3r3vuh5DQ0Pmzp3Lo0ePSExMZOjQobi4uPD48WMgXaRo27YtGzduJDExkYCAAJ48eYKent5nF5sVKlTg+vXrXLx4kRYtWijTXCwsLHj58mWWFWTy5ctHjRo12Lp1KwkJCV8URkqVKqVMpckLYWTlypUEBwezcuVK5bYdO3YwduxYfHx8GDhwII0aNeLRo0dcvnxZmdKhUChYuXIlVatWpVu3bpw6dQpzc3N27NhByZIliY6O5v79+4waNSrTi/rQ0FBGjRqFlZUVgYGBnDhxgpMnT1K/fv0M6Tlf44UlU1FBRU2TuyrWHA18i7a2Nps3b6ZatWo8e/YMKysrdu7cyZxR/dB84Imcr0sllaWlUDN/DC4t63Lnzh0g/TVy8uRJli1bhpubW4b2lpaWjB49miFDhmTqm6Ourk65cuWUkZyZeYyEhoZStGjRL67t6NGjhIeHM2jQIGJjY+nUqRPr1q376jK/WRESEkKbNm34/fffmTlzJj4+Phm8XiQkJCQkJL6EJIz8QH6Viivfi9jYWGWpPki/S5qcnMy+tQsw7jIfk24Lib3oRvKrZ9mOk/bhDanxrzEfugPVfIX4EHgONRtn+q4/Q9WqVTly5AgxMTEZRJgfgUwmo1WrVgQGBmJgYECpUqXYtGlThru334s6deqwbNkymjRpkqmxY1ZoaWkxdepUJk6c+B1XJyHxc6ClpUWpUqW4ceNGpvtLlSpF+/btefv2LeXLl89TI9bsKFiwIB8/fiQgIABLS0uqVKlC9+7defDgAUOHDmXNmjXcvHkTa2trPn78mCHl5q8YGRnh7e2NpaUlTk5OPHjwALlcTtGiRbOMGoD0KBBTU1NmzZqVbbleSK9MExISQr58+b5ZGLly5Qpz585l//79yvLD27dvZ/z48fj4+JAvXz4OHz5MTEwMa9eupUCBAkD6xXq9evXYvXs3V65cYciQIdy+fZtq1aqxatUqDh48yJYtW3jw4AFqamoYGBgo/7Zs2ULXrl0pX748qqqq3L17l+3btyv9OQAWLlzIwoULc+SF9f6eNzEeGaM1hKoaifZNKGhdhmPHjlGhQgVq1KjBwYMHSUxM5MqVKzz02Mj0lqXRUlMlG/9XAGQykJNGWULYNqUvy5Yto0GDBpw4cQJINxb28vLC1dUVT0/PDH1HjRpFaGjoZxWOPtGqVStevHjBu3fvKFy4MOHh4X+ZV5Yjf5HExERGjRrF8uXLkcvl9O3blyZNmtCmTZvsDywHvH//nkmTJlGpUiUqVqxIYGAgrVu3ztY0V+Kf5b8YES0hIfFrIgkjP4hfreLK90BNTS2D58b58+dxd3fHvEw15AWMkOc3RNu2CokhtzLpLTL8V69GN2QqqmiY2qJISr/bG5eY8p2PIHfo6uqyZMkSTp06xaZNm6hevXqW5nd5SdeuXRkwYABNmjT5Kn8EFxcXwsLCMlQnkJD4t5JdOg3Ahg0bkMvlnD17ltjYWLZv3/7d1xQdHU3+/PkxNTVl2rRpBAcHY2dnR40aNZg/fz4mJiZs3rwZCwsLihUrhpmZWZZjqampsXr1asaOHUuNGjU4duzYF9NptLW1adCgAZs2bSI+Pj7biBENDQ2KFi2aZbWTnPLq1Ss6duzI5s2bKVasGADbtm1jwoQJeHt78+HDB6pUqUKfPn0YOnQoy5cvRwjBn3/+ScWKFWnYsCGXLl2iYMGC9OvXj2bNmvH777/j6+ubIdWmQoUKREdH4+bmRtmyZZkyZQrlypXj6dOnLFq0KFORaezYsYwdOzbdCysld15YKnJ1Eqxq4OLiwvPnz1FRUcHU1JS1a9fi5OQEQDdnS9z7OdPQ3hgNuQqa8ow/2TTlKmjIVWhob0yxp0foUind56Ndu3YcOXKEPn36sHbtWiBd3Dp8+DA9evTIEAGorq7O2rVrGTFiBPHx8Z+ts2HDhsjlcq5cuZJpKk1OhJGlS5fi6OhI/fr1WbduHU+ePMmVKfhfUSgUuLm5YWdnx/Pnz7l79y4TJ05UCmgSP57/ckS0hITEr4kkjOSS8+fPY2VlRdGiRXF3d8+y3datW+nVq1eGbT+i4kqvXr3YunXrV/f7nlhbW2eo1nLmzBmWL1+O2l9//MlkZKYbpcX/74e5qm5BVNQ+/zGUXzPv8pa/B2XLluXKlSv06NGDunXrMm7cOD58+PBd5xw/fjxVqlShXbt2pKTkTDiSy+XMmjWLCRMm/OOlhyUk/mmyqkzzifz58zN37lxSU1NJS0tj/PjxeV6W9u/83Xi1QIECTJo0ieDgYMqWLcuTJ0/YuXMniYmJmJiYZCuMfKJPnz4cPXqUgQMH8ubNGx49epRlW21tbVRVVZkzZw4bN24kJiYm27FLlSrFhw8fcn1e0tLS6NKlC927d6dZs2ZA+nfpxIkT8fHx4eHDhzRu3JjVq1czatQoRo0axfbt22nYsCErV67kzJkzuLq68scff2Bvb4+Ojg5BQUH07t07g09LSkoK0dHRODo6MnbsWHr27MnTp08ZPXq0MvokMyIiIpi3dDWn7odn+v2UI2QqKEzs2bp7PydPnqR///5YWVlhaGiYoZmjuR7rulXkyrg6jKxvS+uyhalrZ0TrsoUZWd+WK+PqsLZrBfwvnKBSpUrKflWqVOHSpUssX76cMWPGoFAoqFKlClu3bqVly5YEBQUp29aoUYN69epl6pvzKVLGw8MDMzMzIiMjSUv7nxj0JWEkPDycpUuXsmTJEu7evcvUqVNxd3f/JgHDz8+PqlWrsnLlSvbt28eOHTu+W6lfidzxX4+IlpCQ+DWRhJFckJSURJcuXdi6dSuXLl1ixIgRX3UHPq8qrvzqNGjQgGfPnnHq1Cni4uLYu3cvc+fO5cWdS6h8iCE1PoaPj66iVaw8Mg1t0uJjEEKQ/PIpiWH+fxnp85BZNRkUN9TGwMCAkJAQgH/M0+NrUFFRoX///ty/f5/w8HBKlSrFsWPHvtt8nwz3NDU16du3b46Fjvbt25OWlpZluLWExL+FTxEj2b03RowYgZmZGaGhodjZ2X13g+K/CyOfyJcvH+PGjSM0NJTU1FQuXbqEv79/jtMInJ2duX79OlFRUaxZsybTiAFITzFKSEigT58+6OjoZBtdAunRCW/fvs21MDJ9+nQUCgUzZ84EYMuWLUyePBlvb2+OHz/OkCFD8PLyolWrVgBcvHiR5ORkPnz4gJ+fHzExMZQtW5ajR49y/vx5li1bhp6ennL8d+/esXDhQrp06UJMTIzyor179+5cuXKFWrVq4erqSsGCBalRowYJCQm8fPmSNWvWULNmTaytrdmw+xBq/1/lJCHkFuEb+vNidQ/eXdn7xeOL8VhG/K0TvPJYTrOmTVi7di2urq48efKETp06YWJiwoIFC5TtN23aRBk7aya3dSZ/4CE296zEso5l6V/DmkK6GoSHh5OamvqZ14e1tTVXr17l2rVrdOjQgYSEBJo2bcrChQtp1KgRYWFhyrYLFy7Ezc1N6U3yCRUVFSpVqsTp06dRV1dHX19fWb4XviyMjBs3jgEDBmBkZESHDh1YtmwZtra2XzxHmREZGYmLiwutWrWif//++Pr6UqVKlVyNJfH13L59m1KlSmFiYsKkSZM4d+4ctWrV+qzdp4jomLtneH1y3Wf7/+oZl1lE9PTp05k+fTqQbp5csWJFjIyMGDhwoHRzRkJC4rsiCSO54MKFC5iYmFCjRg0sLCwoV64cFy5cyFHff1PFlW8lf/78nDhxgrFjx2Jra0v79u0ZOHAgc+fNI2z7WKJ2jEGvWlfUjSxRN7ZGzdCSqO2jiPM7hLZt9j+GUtJSmdq9ASkpKUydOpWCBQuyZcuWf+jIvh5jY2Pc3NzYvHkzrq6utG7dOsOP1rxELpeze/duAgMDlT8+voSKigpz585l8uTJpKamfpd1SUj8DBQpUgQVFRWePXuWZRsVFRV2795NYmIiN2/exN3dnVu3Mkv5yxtevHiRbTnUtLQ05HI5crkcIyMj9u7dS/PmzfHz8/vi2KampqxYsYLk5GSqVKmSqeihra3Nx48fUVFRYenSpbx8+ZLnz59nOWapUqV49epVroSREydOsGXLFnbv3o1cLufPP/9kypQpeHl5sWLFCrZv387Vq1epUKECb968oXPnzkydOpWdO3cSGBhIx44dcXFxYebMmZw+fRp7e3vl2GFhYbi6umJlZcW9e/eYN28eCQkJ9OjRA1NTU+UFvq+vLxYWFvj7+/P06VOcnJwoUaIEly9fxtXVFVdXV4yL2pAiIC0hjphjSzFsMRbT39fwIegCCcGZe9T8lXe++1ArbE/7Wdtp0aIFiYmJREdHc/jwYWWqySehatSoUZw+fZqQkBDu3bv3mYB1/fp1nJycMhXE9PX1OX36NBoaGtSpU4dXr17Ro0cPhg0bRsOGDZVpUZ+MfgcOHPiZ71Xbtm0JCQkhISFBmU7z6QI1O2Hk8uXLnD9/ngkTJjBo0CClEe7XkpSUxIIFCyhdujTGxsY8ePCAXr16fValSeL7kZqaSrt27Zg5cyahoaF4e3uTnJz8Wbu/RkTr2NdEv8GAHI2fVUT0iBEj6NOnD8+ePePMmTOfeeRISEhI5CXSt0ouCAoKwsrKSvm4f//+FClShC1btmBjY0PhwoXZuHGjcn9oaCiVKlXC1NSUETOWKLe/9z/LizW9M1RfAYjaOZ4PDy7x6sBsonb9z/Qy9tJuXqzqztMV3Rk9bxWAUrH/+90tSM+FNzExoXLlyoSGhn638/EtVKpUiTt37hAVFaW8OzjwdxdcVh3HYvAWdB3rAemRDkZtJ2PacxkGzV0xbDUeXcd6yPWMMR/0p3I8vepdKVijK41KF+a270Vq1KiBqakpampqhISEcO7cuQxhwD8bdevW5d69e5QrV45y5cqxZMmSHKe8fA06Ojp4eHiwc+dONm3alKM+DRs2xMjIiB07duT5eiQkfhZkMtkXfUYAqlWrRu3atUlNTcXa2ppBgwZ9NyPlrCJGPnHjxg3KlClDYmIihQoV4s8//6RRo0a0bduWxo0bf/FY7O3tUVNTY8iQIVStWpWTJ09m2P9JGAGUF+CDBg3K8u6tvb094eHhXy2MPHv2DBcXF/bs2YOxsTF//vknU6dO5fDhw7i6uvL8+XMuXbqEhYUFJ06cwNHREWNjYy5fvsz9+/dJSEjg/fv3BAUF0aZNG6VQcOfOHbp166ZMC7l9+zZubm7Y2NhQvnx5oqKiiIqK4tmzZ8THx6OtrY2npyf29vbI5XJq1qxJZGQkO3fupEWLFsjlcmVqQNKLINSNrVA3sUZVUxfd0vVyJIxoWVUgX5kGaBukp4Boamqirq7OyZMn6dSpE2/fvlWKFtWrV2fy5MkcOnSIzZs3ky9fvgxjXb9+PUMazd/R0NDAzc2N+vXrU6VKFR48eICrqyvNmjWjWbNmyhTO3r17I5PJPvtOaNq0KTKZDF9f3ww+I2lpaURERGT62kxLS2PYsGEsWLCA/fv3c+PGDVatWvXF8/JXhBAcPXqUUqVKceXKFXx9fZk/fz758+f/qnEkvp3Lly+jqalJ27Zt0dDQoHXr1kyZMuWzdnkdEe3r60u7du3Q1tamfPny+Pv7Z9FbQkJC4tuRhJFc8O7dO7S1tZWPW7ZsiaqqKkuWLOHGjRvcuXOH6dOn8/LlSyD9R+uePXu4cuUKB9Yt5MPbV6S8DiP23BZMumZefSX2/HZ0Hetj1GYSAKnvXpH4/D5m/dZj3H0Je/+Yr2z76e5WVFQUsbGxeHp68uLFC8aPH8/Vq1fZtWsX169f/2dOTh4xuJYNmnLVXPXVlKsyqJYNFhYWuLq64ufnh6+vL0WLFmXkyJFYWFgwbNgwLl++/I9UhPlaNDU1mTp1KlevXsXLy4uKFStm63mQW4yMjPD09GTy5Mk5ugsjk8mYN28e06ZNy7K0p4TEv4GcCCMAu3btIiUlhaCgIOLj4/nzzz+/2Cc3fEkYuXbtGkWLFsXExITAwEAsLS0ZPHgwT548oVWrVnTu3JkGDRpw6dKlTPsXLVqUyMhIevfuzf79+3FxcWHhwoVK4eOvwoimpiYaGho8ffqUvXszTxspUaIE4eHhvH37NsfHmJSURPv27Rk3bhzVqlVj8+bNTJs2je3bt9OrVy9sbW05evQoAP369WPQoEFs376dmjVrUrFiRe7fv8+xY8e4f/8+QgiEEJw6dYr69evTtGlTHB0defr0KUuWLKFIkSIZ5o6Li2PHjh00a9aMTp06oaKiQu/evYmIiKBWrVpUrFgRLS0tIN30MyoqirjYLCrzyGSQA+cRDbP0KmmfvLAeP37M+/fvKVy4MCtWrMgQIXT06FGGDBnCw4cPKV269GceL35+ftkKI+nLkjFz5kwmT55MzZo1OX/+PAsWLKBEiRK0b9+elJQUVFRUWLduHZMnT86QLmNlZYWWlhYHDx7MIIxERkZiaGiYabnjLVu2oKWlRdmyZXF1dcXd3R0dHZ0vnpdPBAYG0qhRI8aPH88ff/zBkSNHsLGxyXF/ibzl/v37GSr7ubi40L9/fwDljbkqVatxNuCFMiI6s4pMWfHx8TXCVvdiy6h2+Pr9T1h88OABhoaGCCG4d+9ejkpDS0hISOQWSRjJBerq6spqKpaWlhQsWBBvb29CQkKws7OjdOnSvH//nocPHwLpUQDW1tYUK1aMQlalSI58QkLIHbRsnLKsvqLrWB/t4pVR0Uz/ISEvYIR+vX7EXT9CjMdSPr77n/mooaEhw4cPR0NDg3LlyhEXF8eNGzdwdnamWLFiWFtbU69evX/wDH07ZSz0mNTEDi21r3uJaqmpMKmJHY7mehm2W1lZMX78eG7fvs25c+cwNDSkf//+WFpaMnr0aK5fv/7T5a4WL16cU6dOMX78eNq0acOAAQO+6kIjp3McOnSIHj16cPPmzS+2/+233yhbtizr1n2eNywh8W/B2dk5R8KIkZERo0aN4uPHj7x9+5ZJkyZlW7Elt3wplcbPzw+5XE79+vV5+fIlRkZGQHqkQP/+/Xn06BEdO3akR48e1KlTh3PnzmX4vFNTU8Pc3Jxnz55RvXp1rl27xr59++jcuTMfPnzIIIwAGBgYMHv2bEaOHJnpZ5Kmpibm5uZfdS5GjBihFK83bdrE9OnTWbp0Kd26daNfv36sWrWKy5cv4+joiEKhYN++fcybN48pU6awefNm9u3bR/369XFycmLAgAHKC/Ju3boREhLC2LFjM/iMvH//njNnzvDo0SMsLCyUx7t3714cHBzo2LGj8kI+JiaGzZs307lzZ0xMTNi3bx8kxiOXCTTMS5L86inJL5+iSHzP+/veaFlXzNExi5Qkrp8+zJYtWzh+/Diqqqq4uLhw584dZSrlhw8fsLW1pVSpUkydOhVtbe0M6U4KhYIbN258URj5hIuLC7t27aJ9+/bs3LmTjRs3oqKiQp8+fVAoFDg6OtKjRw/GjBmj7COTyXBycuL06dMZhJHnz59nmkYTGxvL5MmTWbRoEZ06dWLevHmULl06R+t7+/Ytw4cPp2bNmjRt2pS7d+/SsGHDHPWV+H7Exsaiq6urfGxsbIyVlVWGG3NhUTF8yEG01N9RpCTx+sQKDFtPwKL7fPxu/u+3sLGxMQALFixAS0srT0o8S0hISGSFJIzkgmLFiikNPZ89e6YM2e3Ro4cyJDc0NFRZcu+vebBqqipkejfpb9VXNMxKZNidGBZA9KE5qOmbYdB8FJBuyBYYGEiRIkWUIcOf/hVCZJj3V8zF7eZsyaQmJdFSU+VLXoIyGWipqTKpSUm6OVtm29bW1pYpU6bg7+/PiRMn0NLSomvXrtjY2DBhwgTu3Lnz04gkMpmMzp07ExgYiKqqKvb29ri5ueXp+qpUqcKGDRto0aKF8nWdHXPmzGH+/PlZGjVKSPzqVKhQgaCgoAxiQFbMmTOH/PnzI4TAwsKCiRMnfrHP15JdxIgQAj8/P968eUODBg1QKBRcuXIlQxt1dXX69OnDw4cP6dGjB3379qVmzZp4e3srP0tsbGx4/PgxABYWFly4cAENDQ2qVq1KbGysMkUToFChQlhaWtKmTZsMF9B/xd7ennfv3uXo+Nzc3PDx8eHPP/9k06ZNzJw5k7FjxzJ48GA2bNhA3759GTVqFF26dFGmUjRp0oTmzZtz+/Zt6tSpQ1xcHIsXL+batWvs3buXOXPmcO/ePXr27KmMaPj48SP79++nffv2FC5cGC8vL+Li4pTlaIcPH87Dhw9JTU3lwIEDDBw4kIMHDzJz5kx8fHyoX78+169fZ+jQobSrWxlVVVVUtfJj0GwU0UcWELFpEDp21dGyzplIoaGpSZcqVnh6ejJ16lQUCgX58+dn8+bNWFtb8+jRI3R0dBg+fDhly5bFzMyMatWqZRBBnjx5gp6enlIMywl169bl7NmzTJ48mfnz5+Pu7k5wcDBjx44F0s0vz549y7lz55R9OnTowJMnTzAxMVF6jGQljMyYMYMWLVqwbds27O3t+f3337+4prS0NNatW4ednR3JyckEBgYybNgw1NR+7upy/xXU1NSUNwQhvTJjREQEhoaGdO3alSdPnqBWyJzkj19fWS/1TTiq2gXQMCtBqno+ilaonWH/+vXr2bRpE8ePH5deDxISEt+VX+9q+Segfv36PHr0iHPnzhEfH8+lS5eQyWQcP36ciIgIYmNjKVu2rDJi5MyZM4SGhhIWFkbM0wB0CxdHy7IsCcHXSX33KkP1laxIiniIurEN2iWrk/TwMoCyFJ+vry9WVla0bNmSW7duce3aNXR1dfH19SUsLIzQ0FB8fHz+kXOT13RztsS9nzMN7Y3RkKugKc/4ktWUq6AhV6GhvTHu/Zy/KIr8HQcHB2bNmsXDhw/Zv38/Qghat26NnZ0dU6dOJSAgIA+PJvfo6ekpw4mXLFlCvXr1lK+vvKB169ZMmDCBxo0b8+ZNFiHi/0/p0qWpV68ey5blLERWQuJXQ0tLi1KlSuUoikoul7N582ZevXrF48ePOXToUI5MT3NKWloakZGRWZYjff78OSoqKgQGBmJhYYG+vj6rV6/OtK2amhq9evUiKCiIfv36KT1FvLy8sLa2zhCJoKWlxdatW3FxcWHQoEFERUUp9xUqVIjXr18zd+5cTp48meEC+hMODg4IIb6Ydufv78/IkSM5cOAAe/bsYdasWXTo0IFFixZx6tQpjI2NKV++PC9evGDcuHGMGDGC+Ph45YXzy5cvGTNmDMWKFePWrVt4enpStWpVXr9+jUwmIzExkSNHjtClSxfMzMxYv349DRs25OnTp/j5+ZGamkp4eDh79+6lX79+7Nmzh3v37rF582aKFy/OpUuXiI2NZdeuXTRp0oSiRYsSHBxMMYvC1LQ1RIZAq1h5Cvdbj/mQ7RT4rUOG49N1rIdBs5EZthk0G0m+MvWoY2fEoD492Lt3L6dPn1Z61Tx79ox3796xa9cu9u3bR8+ePYmIiCAmJoYtW7agqvq/NNMv+YtkRalSpfD19VWm6Rw4cAAvLy8WLVqErq4uK1asYODAgUqDzRYtWiCE4MOHD9lGjAQGBuLm5oaTkxPe3t5s2LDhi1WSzp07R/ny5dmzZw+nTp1i7dq1n5UtlvjnUCgUxMTEEBAQwJkzZ9i1axdBQUGcP38eFxcXGjduTKdOnejVqxfh4eGUKFGCdu3a8eZdzqszZkAI/nr3K0Xxvxs/p0+fZv78+fj4+CijRyQkJCS+F/IfvYBfkYIFC3LgwAH69OmDqqoq5ubmqKmpMW3aNKpUqUJKSgqurq6UKVOG27dvU7p0aVq0aMHLly+ZNmMmG2OMUOgo0KvZ6/9Llgll9ZWs0ClRlQ/+PrxY3YP8pWqho6vLxIkTiYiIYNq0aWzcuJH79+8za9Ysrl+/zpkzZ3j37h1WVlbo6upSsGBB7t69S2hoaIYIk18BR3M91nWryOv3Sey/9YIHkfHEJaaQX1MNO9N8tCtvTiFdjW+aQyaTKQ1P582bx/Xr13F3d6dRo0YUKFCATp060bFjR4oXL55HR5U7nJycuH79OqtXr6Zq1aoMHjyYCRMmoKmp+c1jDxkyhOfPn9OiRQu8vb2zHXPmzJk4OTkxaNAgDAwMvnluCYmfjU8+I9WrV/9i21atWuHo6MiLFy/Inz8/AwcOxM/PL8MFbG559eoVenp6aGhk/hl37do1ypYty9WrV1FTU1NGNN65c4eyZctm2kcul9OtWzc6d+7Mvn37cHV15f3795QuXZphw4ZliEAcPnw4+fLlo1+/fixfvpzhw4ejr6/PmzdvyJ8/P6tXr6Zfv37cvXtX6cMB6cKIXC4nNjYWExOTTNcRFxdH27ZtWbJkCVeuXGHu3Lk4Oztz5swZzp8/z5YtW1i/fj1Dhw7l6NGjhIWFcezYMSpWrMi9e/dwdXXFw8ODnj17cuvWLaX/wJgxY+jbty/e3t54eHhQpkwZOnbsyPLlyzEyMkKhUHDnzh02b96Mt7c3V69excHBgXr16rFo0SKcnZ0zPd/9+vXj0qVLlC1blq5du/Ji0x4UKYWQqX39988nL6xPvH//niJFirBo0SIWLVpESEgIx48f588//6R3795UrFiRJk2a0LRpU0qWLKl8jnLiL5IVJiYmnDt3ji5dutC1a1fc3d1p0qQJhoaG9OzZk82bN7N48WImTpyIsbExenp6XLt2LYMwUrNmTeV4QghGjBjBgAEDmDBhAp6entkapT579owxY8Zw/fp1Fi9eTNu2bX+p3ya/EgqFgjdv3hAVFcXLly+Vf39//PLlS6Kjo9HV1cXY2BgTExPlcx8XF0fBggVp0qQJY8eOZdOmTWzatElZldG+ZgtefWEdmSHXL0za+7ckRwWjWsCIsNsXwNkWIQRjxoxh9+7dkreIhITEP4JM/Cw5A/8h+u24wemgl7kq2SuTQUN7Y9Z1+3IOc0JCAoGBgfj7+3P//n3l34cPH3BwcMDBwYHSpUsr//T19XNxNP9uPoWlu7u7s3//fkxNTenYsSMdOnSgWLFiP3RtL168YMSIEdy9e5c1a9ZQv379bx5ToVDQtWtXUlNTcXd3zzYFa/DgwWhqarJkyZIs20hI/Krs2bMHd3d3Dh06lKP2T58+xdbWFgsLC+RyOaNGjWLgwIHfvA4/Pz8GDRrEjRuZ5+6PHj2amJgYnj9/zpAhQ9i+fTtOTk4EBwezefPmHM2hUCiYNGkSf/zxBzY2NkydOpUWLVoo3//Pnj2jWrVqGBgYUKZMGdTV1SlXrhyDBg0CoF27dtjZ2TF79mzlmLdv38bZ2Zm7d+9mMG38hBCCDh06oK+vT9myZZk7dy7m5uYYGhoyefJkBgwYgL6+PoUKFeLixYvMnz+frl27cvbsWRYtWsT9+/cZNmwY/fv3p2DBgqSmpnLmzBnc3d05fPgwycnJdOzYkZkzZ2JmZkZISAinT5/G29ubM2fOYGhoSL169ahXrx41a9bM4D/yJYQQTJkyhbVr16JfuSWqFdqTmJpzI+90L6yMaZ/79+9n9+7dHDhw4LP2Hz9+5MyZMxw/flzpRdK0aVOaNm3K9OnTWbBgAbVq1crx/H8nLS0NV1dXTp8+zcqVK+natSsbN27EwcGBSpUq4efnh5WVFU2bNuXJkyeEhoYil8upUKECU6ZMUXqYHTlyhAkTJqCtrU337t0ZPnx4pvN9+PCBBQsWsGbNGoYPH87o0aMziGoSOUOhUPD69etshY5Pj6Ojo8mXL59S6Pj0l9ljIyOjTA11r1+/Tt++fYmKiqJfv37UqVOH6dOnKyPGqjRqS4h6UTRL1QXSzVcTn9//LGIqMfQesZd2YdL1f0UEPj68whvv9aioaVLcxor2jevQrl07ypQpQ8GCBZXt2rdvz9q1a7/D2ZSQkJCQhJEfwt2wWDpt9CUh5etLmmmpqeLez/kzc9Gv4fXr1xnEEn9/f/z9/dHR0ckglDg4OGBvby/9YPl/0tLSuHDhAu7u7hw8eJBixYopRZLsjBG/N8ePH2fIkCFUqVKFpUuXZnl3NqckJSXRsGFDypcvz9KlS7NsFxkZiYODA3fu3Mm2YoaExK9IaGgolStXJjIyMsd3sXv16sXevXtRV1dHLpcTGBj4Vd4PmXHgwAHc3NyyFGhq1KiBtbU1BgYGFC1alKCgIKZPn46trS2PHz/OcUTXgwcPaNasGYsXL2bmzJmkpaUxZcoU2rRpQ3R0NI6OjoSEhNCnTx/Onz9Ply5dWLx4MZD+WeDo6MiZM2fSq6a8T2K3bwgzVm6ieu36FDUzws4kP+0r/C+6b/ny5ezYsYMePXqwcOFCNDU1ad68OSYmJixZsoQ6derg4+ODi4sL48ePx8vLi8WLF5OcnMzo0aPp0qULcrmc8+fPs3fv3gyfye3bt+fs2bPMmDGDunXr4uPjw8ePH5VCSN26dXP9mZ2amkr//v05efIkOjo6XLp0iZPBH5hz4gGJqWnZ3vCQydIjRSY1sfss7XPTpk34+vp+sXy6EAJ/f3+OHz+Oh4cHly9fplGjRrRs2ZImTZp8VnHna1i5ciULFixgzpw5jBkzhsOHD3PhwgUuXbqEh8f/sXfWYVGl7xv/DB2KKCASCggCgq0oiAK2YmCDit1da3ettbquhd2FgYogBiq2YmAjYCGoSAjSMcz8/uDHfEVAAd1Vd8/nuvZaPPOe97znAMOc+zzPffuwe/duBo+eQNk6bUBTH5XSZWnm0BCbKgZ0qKZD4/q1qVWrFmKxmGPHjuX7vZFKpezfv58pU6bg4ODAkiVLhL8dn/G52PGlCo+YmBg0NDS+KnTo6uoWKnZ8T2KTM7Bfel4WZV0SlBXkuDal6TdXAQsICAiUBEEY+UHsufGKRSeDScv6tqdM34tcI7VcoSRXNAkLC6NSpUoyoSRXNDE1Nf0uZeK/Kp8/nbSyssLV1ZWuXbt+szBRElJTU1mwYAFbtmxh3rx5DB069Ju+P/Hx8TRq1IjBgwczbty4QsdNmzaN2NhYNm/eXOJjCQj8jEilUvT19bl27VqRq8PS09PR0tLCzMyM9PR0GjZsyPbt279pHX/99RfPnj1jzZo1+V4Ti8WULVsWR0dH3N3defDgAerq6syYMYMBAwZgbm7O1KlTi3ScjIwMypQpQ1JSEgoKCvj6+jJ//nxSU1OZOHEio0ePJjk5GalUSocOHbhw4QJ+fn6yVqONGzey6fAp6vSezqWwnDjZT2+QVBTkkAJOFjrYl01h0oDujBgxgg0bNiAWixk1ahRnzpwhOTmZlJQUzMzMWLhwIZcuXWLVqlWYmZnx22+/0bJlS65fvy6r4jMwMKB79+506NCByMhI/P398ff3JywsDKlUiru7OyNHjsTa2vqb2zRSU1NxdXUlLCwMsVjM5cuX0dPTA+BBZALzD9/k1ptUFBQUyP7Ewi333JtY6DDCyazABxt//PEHUVFRMrGpKAQFBeHm5sa8efPw9fXl1KlT6OnpyVpu7OzsUFAoXse0t7c3gwYNYsSIEXh4eHDq1Cl69erFkKmLeJCtx7kn7xABKPzvJltFQY4ssRiFmBDS73gTdO5YvgrUO3fuMHbsWNLS0li9ejX29vbFWtevTK7YUdQ2llyx42vVHf+E2FFc/qmKaAEBAYG/A0EY+YHkiCPf9pTp7yYrK4vQ0NA81SUPHz7k/fv3smjiT0UTPT29/1yPcGZmJmfOnMHT0xMfHx9q166Nq6srXbp0+cf9Nx4/fsywYcPIyMhgw4YN1KlTuKHv1wgPD8fe3p5Vq1bRtWvXAsfEx8djbm7OlStXsLCwKHCMgMCvSufOnenatSs9e/Ys8j4bNmxg1KhRVKhQQWb8+S03gb/99hvly5eXJYZ8yoMHD3B1dSU1NRV/f38WLlyIk5MT/fv3JygoCBcXF168eFHkm2MTExP8/f0xNTUFcsSh06dPM3fuXG7evMmuXbvo0aMHe/fuZffu3Tx8+JC5c+cybNgwdt94xZyj95HKKwCF/w0QARJxBtaZIdzat5Ls7Gx69uzJvn37MDQ0JDk5mVmzZhEcHMzWrVtp2bIlEyZMQCwWc/DgQQ4dOkS5cuXo1q0bVlZWhIaG4u/vT2BgIDVr1pRVhdSvXx9PT0+2bdvGhQsXSnLp8xAXF0f79u3Jzs4mOjqaixcv5qnO2LVrF7/99hvrt+7ivboJ8/7aQvvO3YvshTVjxgxUVVWZOXNmkde0adMmrl69ys6dO4GcqsbAwEBZy83r169p2bIlbdu2pXXr1kX+e3T79m1cXFxk6TVdpq7i6CsRcgrKBWXqyZBKJCgryjG7nbXss8r79++ZMWMGvr6+LFq0iH79+v2SKXmfk2tQWpQ2ltjYWDQ0NIrUxqKjo/PTiR3F4UdXRAsICAh8C4Iw8oN5EJnA+oBnXAiJQQR5+pSL8pTpR5GUlMTjx4/z+ZdIJJJ81SXVqlX7ogHbv4n09HT8/Pzw9PTk1KlTNGjQAFdXVzp16pSnT/bvRCKRsHPnTqZOnUrPnj2ZP38+pUuXLtFc9+7do2XLlnh5edGoUaMCxyxZsoS7d+9y8ODBb1m2gMBPx/Lly4mIiGD16tVF3kcqlWJqaoqioiIfPnygQoUKBAUFFfvJfS6urq507NiRHj165Htt8+bN+Pv7c/r0aT58+ECrVq347bffaNWqFQCNGzdm3LhxdOnSpUjHatGiRZ79Pz0nJSUl6tevT3R0NG3btiUkJIQ1a9bQsWNHDJ168KpcHdKLUQEpzcpAfMsTw/RXREZGkpqaSu/evYmPj8fX15fevXvTrFkzLl++zMGDB1FXV6dFixZoamrK0jL09PRo3rw5LVq0wMHBId/fmaysLMzNzdm3bx92dnZFXtvnvH79mlatWmFsbMzjx48JCAigcuXKQM777cyZM/H09OTEiRNYWVmRlpZG2bJlv5rI8ykjR47EysqKkSNHFnmfwYMHU6tWrUL3efPmDX5+fvj6+nL+/Hmsra1l1SS1atX64kOM8PBw2rZti2LVpsQbN8lTIfI1VBXlmNLSnNgbR1myZAn9+/dn5syZlClTpshz/Aiys7OL3MYSGxtLmTJlChU5Pt32q4sdxeVnq4gWEBAQKCqCMPKT8HcmrvxTSKVSoqOj81WXPHnyBC0trXzVJZaWlv/qDwspKSn4+vri6emJv78/Dg4OuLq60qFDh39EKIqNjWXKlCmcOXOGVatW0blz5xJV85w5c4bevXtz8eLFAk0UU1NTMTMz48SJE9StW/d7LF1A4KfgypUrjB8/nlu3bhVrv7t371KvXj0cHBx4+fIlEydOZMyYMSVag729PUuWLCkwHWfw4MEoKSkRHBwsu/E9cOAA1atXB+DgwYOsW7eOixcvFulYw4cPp1q1arIb7blz5zJv3jyio6MxMzMjOzubRo0aER0dzZMnT1i3bh1VGjSn3+57SOS+LPykPLlIRmQw5VoOk22TZmWQdGw+NQw1EYlEhISE0LVrV+Tl5fH29kYqlVKzZk1EIhF37txBLBbn8QnR19f/6jl5eHjg5+eHt7d3ka7B5zx8+BBnZ2ecnJw4d+4cFy5ckFXHpaSk0KdPH6Kjo/Hy8pJFzKampqKlpUVaWlqRj9OrVy+cnZ3p1atXkfepVasWmzZton79+oWOyY1YFYvF9O7dW/Z3KTU1VSaSNG/enFKlSuXb90pwBL2330Eqr1jkNckQZ2L6yhuPRdMwNzcnICAgj1HnP0Wu2FGUNpZPxY6itLEoKpbguvxH+BUqogUEBAQ+RxBGBP52JBIJL168yFdd8urVK0xNTfOl4xgZGf0rSm0/JTExEW9vbzw9Pbl06RLNmjXD1dWVdu3aoa6u/rce+9KlSwwfPhxjY2PWrl1bojSdHTt2MH/+fK5du1agh8r69es5fvw4p0+f/h5LFhD4KUhLS0NbW5vY2Nhim1A7OzsTGBhIdnZOSfmTJ09kfhTFoVKlSly6dAljY+N8r9WsWZOGDRtSqlQpli9fTtmyZXn27BlaWlpATsWEiYkJvr6+1KxZ86vHWrFiBREREaxatQr4nzASEBBAt27diImJoW/fvkybNo3mzZtjaWlJmK4TVKzJl9pnCkMqkSD37iGiK1uwtrYmODhYFlubkJDA+/fvcXJykokhlpaWxRZ309PTMTEx4fTp09SoUaNY+166dIlu3brRs2dP9u/fj7+/P9WqVQPg7du3dOjQAWtrazZt2pQn3jclJQUdHR1SU1OLfCxnZ2dGjhxJ27ZtizQ+NTUVbW1t4uPjC41yzsjIoHLlyuzfvx8TExPq169PSEgIGhoahIaGcvLkSXx9fbl58ya2traypBszs5wY4W/yiwBaWf/PL+J7CiPZ2dlFbmOJi4ujTJkyRW5jEcSO78evWhEtICDw36Vktb0CAsVATk4OMzMzzMzM6Nixo2x7eno6T58+lQklGzZs4OHDhyQkJGBtbZ2vwiT3adyviIaGBu7u7ri7uxMfH8+xY8fYvn07Q4cOpVWrVri6utKmTZu/JQHIwcGBoKAgVq5ciY2NDRMnTmTixInFqtbp168fr1+/pm3btly8eDHf08VBgwaxYsUKAgICvik2UkDgZ0JVVRVra2tu375dYMXGl9i/fz86Ojq0atWKO3fu8Ntvv7F3795izZGdnU1UVFSBlREpKSk8e/YMExMT3NzcSE1NJS0tLY/ppaKiIsOHD2fNmjVfTTsBMDMzy+fHYWpqyuPHj5GXl5d5amhpaZGamsr+oz7YLfanGBXzeRDJySHRrUpCcgb37t0jNjaWevXq0aJFC5o3b46Njc0336iqqKgwfvx4lixZwr59+4q839GjRxk6dChjx45l9erV+Pn5yUSRu3fv4uLiwogRI5g6dWqB6SvFFfcTEhKK1W4ZFBSElZVVoaII5Ag7FSpUwMHBAYDatWtz6dIl2rVrh7m5Oebm5owbN46kpCT8/f3x9fVl6dKllC5dmmbOLpxXcyyRKAIgBS6ExBCXnFGkqtdPxY6Cqjk+3RYXF4empmaBIoe1tXW+NhZB7Pgx1DDUZIN7PeKSMzhw8xXzVhfPd0dAQEDgn0aoGBH46YiPj5dFCH9aYaKiopLPv8TKyupvr7j4O4mNjcXLywtPT0/u3r1Lu3btcHV1pWXLln9Lm9HLly8ZOXIk4eHhbNiwoVg3e1KplMGDB/P27Vu8vb3zeSbs3buXtWvXcu3atf+cAa/Av5exY8diYGBQoPnp15gzZw6LFy+mdu3ahIWFcfToURwdHYu8/5s3b6hXrx7v3r3L99qlS5eYPHky7969w9/fHzk5OZo3b87Lly/zjIuJicHc3DxPJUlhPH78mC5duvD06VMgp2Lk3r17GBgY4OXlRdWqValUqRK2trYMHz4cjbLaKNVuj3r9HA+TWJ8/Uda3IONdKBmRjzEY+r+0quQH/qS/foh2u/GybeFL2mH0mxfW0leYZ78mOjqavXv3cuPGDQYOHEhUVBSNGjXC09MTFRWVIl+3z0lMTMTU1JQbN27IjGW/xIYNG5g/fz6zZ89m9uzZeHt7Y2trC8CxY8cYPHgwHh4ehZpSJyYmYmBgQFJSUpHXWLVqVY4cOYKVlVWRxq9atYrQ0FDWr19f6JjVq1dz+fJlDh06BMDx48cxMTHh2LFjeHh4IC8vz+LFi+nduze7du3i2rVreHh4EBQURLseA8iu0RFVMxui9k6ldN12pDwOQJKRSoWevwOQ/OgCCZd2A1I0G/WiVI3mOdsfXyDh0h4QZ9C6ez8Wje3HmTNn2LZtG+XLl+fmzZuUKVOGatWqERsbS3h4OB8/fkQkEqGtrU2NGjW+WN0hiB2/HiWpohIQEBD4pxEqRgR+OsqWLUvjxo3z3LRLpVLevHkjE0kuXLjAmjVrCAkJQV9fP191SZUqVUpsdvhPoq2tzZAhQxgyZAhRUVEcPnyYpUuX0rdvX1xcXHB1daVp06bf7UNgblm9l5cXPXv2pEWLFixbtqxIaQUikQgPDw9cXFwYPnw4mzZtyiOA9OjRg6VLl3LixAk6dOjwXdYrIPCjsbW1LbGx8Ny5c/Hw8EBFRYWsrCyGDh3Kw4cPi/z7HBERQcWKFQt8LTAwkOrVq/P06VNMTU25evUqBgYG+cbp6Ojg4uLCli1bmDJlyhePV7lyZV69ekV2drYs7tvCwoJbt24hFosxNDQkPT2d3bt3o6GhQbclB9k+riOqNdsgp6wGwMcbhyhj34OyTQcW6RxRUMKshgPWKUHExsaSkZHBwoULGTp0KAMHDmT27Nlcu3YNOzs7cp/jfPo8p6CvC9rWr18/FixYwKpVqwrdXyKRsHTpUg4fPszcuXOZPn0627Ztw9TUlOjoaFnlzd69e6lZsybv378vcK7ExEQgp92mqGuNi4sjJSWF8PDwr54LwLlz52jUqBHPnj0rdP7nz58jFosJCQkBcr6Xb9++5eTJk5w4cYKkpCS6detG3bp1MTc3Z9asWTx58gQ5OTkSY6PQqvy/VLOEi7so23QgKhVzqmay4iJICNhOhd5/gEhE1O5JKFUwQyQnT8LFXVRwX4ZIQQm/TUMIveJL6dKlCQ0NRVdXl9mzZ+Ph4UHDhg1p0qQJAwYMICgoCF1dXerVq8fy5cupXbs2Av8ePn1PERAQEPhZESpGBH5pxGIxYWFh+apL3r59i4WFRT7/EgMDg1+imiEyMpJDhw7h6enJ8+fP6dy5M66urjg6On63DxdJSUnMnj2bffv2sXjx4iLHKCYnJ+Po6EinTp3yRUv6+PgwdepU7t+/L3wIEvhX8OrVK+zs7Hj79m2J3jtOnTqFs7MzAwYM4MSJE0yaNInffvutSPseOnSIAwcOcOTIkXyvde/eHWNjY27dusWFCxc4cOAAXl5eBYo4d+7coXPnzjx//vyrgvGnniZz586VnUNwcDCDBw8mNjaW2bNnY2Njg7K+Oe8eB2IwdDMKmrrE+vyJSEERrdaj8s1baMXIVB/Snt8izmshEokERUVFsrOzkUgkyMvLIycnl+d9Kfd78On3oqCvP98mlUpJSkpCQ0MDkUhU4D6pqamIxWLU1NRITk6mdOnSKCoqIhKJSEpKQiwWo6mpKVtPYceSSCTExMTI/JiKstaIiAgMDQ2LfK4RERFUqFABJSWlQuePj48nIyMDPT09Xr58iUQiQUdHB1VVVZKSkkhLSyM1NVXm3fL69WsqVKhAVlYWH5TKo9V1LgBRe6eiWrkuZey6yeZOvH2CrNhw2ff6w9mNKGjogLwiWXGv0WqVY+DbxFyLbf0acPHiRXr37s3r168RiUT07duXJk2aoKWlRbdu3dDU1ARyfFHWrFmDu7s7Av8e4uPjMTExISEh4UcvRUBAQKBQfv5H6gICX0BBQYGqVatStWpVunX734e2lJQUnjx5IhNKzp49y8OHD8nIyJCJJZ+KJrkfyn4WDA0NGT9+POPHj+fVq1ccPHiQSZMm8fbtW7p27YqrqysNGzb8JpPa0qVL8+eff9KnTx+GDh3Kjh078PDwwNra+ov7lSpVCl9fX+zs7DA0NKRfv36y19q2bcvixYvZt28fvXv3LvHaBAR+FoyMjICc+NKCDFC/RuvWralXrx7nz59HTU2N+fPn4+bmhqGh4Vf3jYyMLHRcYGAghoaGsiSot2/fFprSUrduXQwNDfH29qZz585fPKaZmRnPnj3Lc67a2tpIJBKZYOHo6IiGhgZVnPsS/fpFnv2V9fMnV32Nnl06olVDgWfPnrFjxw4AHjx4wIULF1i5ciXbtm2jWbNmxZ73c8aPH4+8vDx//PFHnu1paWm4ubmRlpbG7Nmz6dKlC/v376dt27bExsbSpUsXypYty549ewpMb/mcDx8+YGpqytu3b4u0rvT0dMqUKSMTDb5GfHw8lSpV4tWrV18UoA8ePMiKFSu4efMmAAMHDsTExISdO3eyZs0aHBwcMDQ0JDg4GIBt27bx4cMH3r17xzNFY+5/MpeyvsWXFyUSIeX/LXg/ed72MSyI0NAc7xQTE5N8Yo9UKqVJkyb4+fkBOYL9v818XUCoGBEQEPg1EP76CPwrUVdXx8bGhgEDBvDnn39y9uxZoqKiCA0NZd68eVhaWhIUFMSkSZOoWLEiFStWpE2bNkyePJndu3dz79490tPTf/RpAGBsbMzkyZO5c+cOly5dQldXl+HDh2NkZMSECRO4efMm31L4Vbt2ba5fv46bmxtOTk5Mmzbtq33AFSpUwM/PTxYHnItIJGLx4sXMmTOHzMzMEq9JQOBnQSQSYWdnx/Xr10s8h5eXF+Hh4XTp0gWRSMTYsWOLtF9hrTTv378nMTGRV69eFUkYARgzZgxr1qz56jFzhZFPsbKykrVCHDhwgKSkJF6/fs11791kJ8UW6VwKQqSkinxyDEYayAQRgObNmxMXF8fYsWNxcnIqdlxyYUycOJFt27YRFxcn2/bhwwdZXO2yZcvo1q0b69evp23btjx9+hRbW1tsbW3x8vIqkigCOTf7xakuyjVeLeo+t2/fpk6dOl+90WzRogWhoaEEBASQlJTElStXAKhTpw6urq4cPnw4z/iOHTvi7+/P9evXadG8OcoKha9H1bgWac9vIf4YjTgpltTQ66ia1EHFqAZpz28jToyBtI9c2LqQjx8/AhQoeNja2nL37l2ePHlCeno6zZo149y5c0W6DgK/DrkVYAICAgI/M4IwIvCfQkdHh6ZNmzJmzBg2b97MjRs3+PjxoyzStkyZMpw8eRJ3d3fKli1L1apV6d69OwsWLODo0aM8e/YMiaSEEQzfgSpVqjBz5kwePnzI6dOnKV26NH379qVy5cpMmTKFu3fvlkgkkZeXZ8SIETx48IDw8HCsra3x9fX94j6WlpYcOXIEd3d37t27J9vu4OCAhYUFmzdvLnxnAYFfiG8VRgwNDRkwYAAbNmygbdu2nLsayG9bTzHOM4gBO28xzjOIDRefE5eckWe/woSRwMBAbGxsuHv3bpGFkc6dOxMWFsaDBw++uFYzMzOePn3KjRs3uHHjBkeOHGHHjh1ERUVx9epVlJWVSUpKQiqVopEciWLZCmTFvynBVYEyDV2JPDAb31VTcXNzk22fMWMGI0aMQEtLi+fPn9O3b98Szf85hoaGdO7cmbVr1wI517dx48bY2toya9Ys2rZty4oVK+jSpQv+/v44ODgwffp0li5dWqwqhuKm0iQkJBSrajH3+/81ypYty5EjRxg4cCB169bFwMAAbW1tnjx5gr6+Pq9evaJUqVKEhoYCUK5cOUQiEYaGhjw6sY309IxC51bUroimYz+i9k4lavckNBv1Qqm8MUo6Rmg69CZqzxQit42hlJoqrVu3Zv78+bx//57Y2LxCWvny5dm6dSsdO3bEyMiIxo0bCx5V/0Kys7OFSiABAYGfHsFjRECgEDIyMggJCcnnXxIbG4uVlVUe75Jq1aqhq6v7Q/xLpFIpDx48wNPTE09PT+Tl5XF1dcXV1VUWL1lczp49y4gRI6hRowZ//fXXF8v+Dx06xPjx47l27ZoszjMoKAhnZ2eePXv2S6cGCQgAXLlyhfHjx39T5YJYLEbboi6V2w0nTkkXAJHC/5KnVBTkkAJOFjqMcDSjZkVN7Ozs+OOPP7C3t88z16xZs0hLS2Pz5s3Ex8cjJyeHk5MTs2fPpmnTpoWuYeHChYSHh+cRLaVSKWFhYdy8eZObN29y+vRpXr58SfXq1TEyMkIikfDixQvCwsKwtrZm5MiRtG7dmmXLlmFiYsITrUacDX5folhXkQhaWemywb1e8XcuIaGhodjb2+Pr60vXrl0ZO3YsnTt3xtHRkblz5zJgwAA2btzI7Nmz8fT0LFH8eHR0NNbW1sTExBRp/PXr1xk/fjw3btwo0viOHTvSo0cPXF1di722LxEaGsrvv/+Op6cnUqmUasNXE6diQEk+JH76vX337h1+fn74+Phw7tw5qlWrRrt27WjXrh3VqlX7JXy/BL6NyMhIGjRowJs3JRNRBQQEBP4JBI8RAYFCUFZWpkaNGtSoUSPP9o8fP/L48WOZUHL8+HEePnyInJxcvnQca2trSpcu/beuUyQSUbNmTWrWrMmiRYu4c+cOBw4cwNnZmdKlS8tEEguLr/SIf0KLFi14+PAhixcvplatWsycOZNRo0YVaNzYrVs3IiMjadOmDVeuXKFs2bLUrl0bR0dH/vrrL6ZPn/49T1dA4B+nbt26PH78mLS0NFRVVUs0x4Hbkei4LiIuW4qogCen6eKcSrQzT95zKTSWGc6WX6wYsbe3p3bt2rKnsF+rGAEYMmQIVapUoWnTpgQHBxMYGEhgYCAaGhrUr18fKysrmjRpQnR0NBEREWRnZ+Ps7MzEiRPx8vLCyMiIgQNz0mbKlSvHhw8fGNy+Ev6P3iCVK/7HCRUFeUY4mRV7v2/B3NycGjVq0KxZMzw8PHB0dMTR0ZEpU6bQt29fxo8fj5+fH1evXsXMrGRrK2krTVG5desWf/75Z0mWViA3b97k999/x9/fH6lUSpcuXfj999+JF2ngtvkGaVnZxZ7z0++tnp4eAwYMYMCAAWRkZHDx4kV8fHxwcXEhOztbJpI0adLkm2KZBX5eBI8RAQGBXwGhYkRA4DsglUp59+5dvuqS4OBgKlSokMfotVq1alhYWHy3CN7CkEgk3LhxA09PTw4dOkT58uVlIknlypWLPE9ISAgjRowgPj6eDRs2UL9+/QLHjR8/nqCgIE6fPo2ysjJhYWE0bNiQkJAQypUr971OS0Dgh2BjY8Off/5Jo0aNir3vnhuvWHQymLSsorfhqSjKEXVyPTHXvfK8V0gkErS0tBg+fDgZGRmsWLECqVRK6dKleffuXR4hNj09naCgIFk1SGBgIBERERgZGdG9e3fq1auHkpISgYGB+Pn5ERoaioODA35+fjx//lxWAQYwc+ZMVFRUZElUa9eu5datWwQHB6NesxXv9BqSXszzm+lcFXdb4yLv8z04fvw4/fr1Q15entu3b9OyZUuGDh3K4MGD6dmzJ+np6Rw6dKhYQsXnREVFyeJ8i8K+ffs4ceIE+/fv/+rYN2/eULNmTWJiYr6p0kIqleLn58eSJUt4/PgxWVlZtGrVikWLFmFubi4b99uG4xx6no1IQbnIc6sqyjGjCN9bqVRKcHAwPj4++Pj4cP/+fZycnGjXrh3Ozs4Fxk8L/Jq8ePGCZs2a8fLlyx+9FAEBAYFCERr+BAS+AyKRCH19fVq2bMnEiRPZsWMHd+7cISkpiVOnTtG3b18UFRU5fPgwXbp0QUNDgxo1atCrVy8WL16Mj48P4eHh32Si+jlycnI0bNiQv/76i4iICNn/7ezsqF+/PitWrCAiIuKr81hYWODv78/EiRNxcXFh5MiRBUburVixAm1tbfr164dEIqFKlSp06tSJpUuXfrdzEhD4Xly8eJHKlStjZGSEp6enbPuyZctYtmxZvvGampqMGzcu3/YdO3bkSWb6nPsRCSw6+bRYoghAepaEMk36E/w+Jc/2Z8+eUaZMGUJDQ2X+IomJiUBO1ciuXbsYOXIkNjY2aGlpMWrUKEJCQmjVqhU+Pj74+voSHx/PixcvGDJkCFOnTiUtLY0mTZrQoUMHvL290dHRyXfTraamlseU+cOHDxw6dIhOnTpxftN8prexRJSdBV9pvBCJQE4ipsLba/RqYFSsa/KtbN68mWHDhnHmzBlq1qxJw4YN6dOnD127dsXe3h4DAwP8/Py+SRSBv9dj5NatW9jY2JRYFMnMzGTXrl1Ur16dYcOG8eTJE+zs7Lh8+TKHDh3KI4oEBQWxc9YghtTTzmn1+oq/lkgEqoryRRJFcsaLsLKyYvLkyVy6dImXL1/i5uZGQEAANWrUoE6dOsyePZvAwMAf6u0l8O0IFSMCAgK/AoIwIiDwNyIvL4+5uTldunRh7ty5HD58mJCQED58+MD27dtp2bIlcXFxrFmzhoYNG6KpqUnDhg0ZOnQoa9eu5eLFi3kSFL5lHY6Ojqxfv543b97w+++/ExwcTO3atbG3t2f16tW8e/eu0P1FIhG9evXiyZMnZGdnY2Vlxf79+/MIOXJycuzevZuIiAimTZsGwOzZs9myZUuRYysFBP4JMjIy6NmzJzt27ODKlSuMGzdOJi5MnjyZyZMn59vH1NS0yJ4Rn7Iu4Bnp4uK3IgCI5BRZH5A3ISYwMJD69esTGBhIYmKizDQ0LS2N1q1b4+vri6mpKatWrSI2NpZbt27Rv39/wsPD6devH127dkUikaCpqcmdO3d4+PAhy5Yto2rVqrKb+SpVquRLpvlUGNmxYwcrV67EwsKCadOmIRKJyHjkT7mgnbSyqoCyghwqCp99vBBnoqwgRysrXTyH2pH28Ay///57ia5LcZFKpcyfP58lS5Zw6dIlzMzMiIiIIC0tDScnJ+zs7Bg4cCAbNmz4LpV8Eonkb2ulyRVGiktSUhIrV67E1NSUZcuWkZCQQOXKlTlx4gQ+Pj7UrFkzz/i3b9/i4uKCh4cHM1wdaKXwBJXYEMjOQiTJyjNWRUHuf9/bIbYlrgIqV64cPXr0YO/evbx//56//vqLjIwM+vfvj76+PgMGDMDLy4ukpKQSzS/w4xCEEQEBgV8BwWNEQOAHoKqqSt26dWVPfHOJi4uTteM8evSI/fv38+jRI9TV1fP5l1hZWZXI70BBQYHmzZvTvHlz1q9fj7+/P56ensyZM4eaNWvi6upKly5dKF++fL59y5Yty4YNG+jbty/Dhg1j+/btrFu3jipVqsjO6/jx49jb21OpUiVGjhzJgAEDWLBgAR4eHiW7WAIC35lLly5RoUIFHBwcgJzI6kuXLtGuXbtC9zEzMyM6OrpY/hGxyRlcDI0pkTEpAHJyXAiJ4U3sR8JDH3Pz5k08PDyIiYkhISGBI0eO0KBBA1q3bo1UKuXq1atAzvvI6dOn2bBhA6dPn0ZHRwdnZ2cWL15Mo0aN8PLyYtOmTXlaZT4/12fPntGkSRPZNlVVVVJSUhg3bhy+vr5s2rRJVg327t07pk+fzrlz56hRowZxyRkcvhvJ03dJJKZncef6ZV4/uMHTUzspr5HznnX06FEaNGhAtWrVcHFxKeEF+jrZ2dmMGjWKmzdvcvXqVdTU1GjRogXt2rXj5MmTODs7s2/fvi9+74tLcT1G4uPj0dHRKdLYW7duMWbMmCLP/f79e1avXs3GjRupWrUqqqqqqKurs2rVKpo1a1bgOlNTU3FxcWHIkCF07dqVrKwsjmz+Ez09PbIVVNGs3Zrs0rqYWdVAQ0URS73SdK1jiFaporfbfA0FBQUaN25M48aNWbp0KS9evMDX15eNGzfSt29f7OzsZN4kxWkNFfgxCMKIgIDAr4AgjAgI/ERoaWnJzABzkUqlvH79WiaYnD17lpUrVxIWFkbFihXzpeOYmZkV+QOIkpISzs7OODs7k56ezunTp/H09GTatGnUr18fV1dXOnXqlM8jxM7Ojjt37rB69Wrs7OwYM2YMU6ZMQVlZGS0tLfz8/GSl6VOnTsXCwoKJEyeiWaEih+9E8jQqkcR0MRoqClhW0KBb3e/7oVpA4EsEBwfnuZkaOnSoTCSYO3dunv/noqWlBUB4eDjGxsZfnP/kyZP89ttvvHkfi4J1C0rb90Sc8J6ofdPQqNeej9cPIV+qHLquC5AvVZaMqGd88FuDODkO9aoOlG06EJGcPAmX94JEjNn2CWRFhTFw4EBiYmLQ1NQkNTWVqlWrcuzYMUQiEQYGBvTs2RMvLy8yMzMxNjZm8uTJLFy4EGNjY2bOnEnv3r1RVlbGy8uLkJAQ9uzZw4IFCxCLxdjY2MiML3OFkU+RSCT4+PhQo0YNAgMDSUhIkFWzjRs3jsGDB8uMqrVKKTPUwVS278yw46x5fJqkmLeU18jZrq+vj5eXF23btsXU1LTECVpfIi0tjZ49e5KUlERAQADy8vK0bt2aOnXqULp0aeLj46lQoQJt27b9rsctSSvNpy0sX5q3qBUjoaGhrFixgoMHD+Lo6EilSpWIj49n+fLldOjQoVDhRiKR0K9fPywsLJgxYwaQI2JVqlSJR48eoaamhn29muiWljCz78Ain+O3UrlyZUaPHs3o0aNJSkrC398fHx8ffv/9d8qVKycTSRo2bFigSbjAj0UQRgQEBH4FhFYaAYGfHJFIhJGREW3btmXq1Kns3buXBw8ekJiYyNGjR+nWrRtisZhdu3bRpk0bNDQ0qFu3Lv369eOPP/7g9OnTvH379qv+JSoqKri4uLBv3z7evn3LkCFD8PPzw8TEhLZt27Jr1y4+fvwoG6+goMCECRMICgoiKCiIGjVqcO7cOQBMTEzw9vZm8ODBhIaG0mv0dLqvPov90vP86R/KsXtvOf80mmP33rLKP5SGS88zdM9t7kck/J2XUkAAyEmWUlNTk/3bxcUlX/rU54hEInR0dLh+/foXx8XExDB69GhOnz6N+5/HSHpymcyo5wBkp3xAnBSH4ejdyJfWIuVJANJsMbFHF6Pp4I7h8G1kxb4m+d5p2XzJD89Rq2ET3r17x+rVq0lOTkZRUZFmzZqxc+dOqlatyqNHj7h16xbXr19n5cqVJCYmoqamhoODA0ZGOT4evr6+vHr1ihYtWrBt2zaGDRvG6NGjWbhwIQ8fPswjhHwujDx+/Jj58+dTunRpfH19KVu2LOXKlSMuLg4fHx/u3r3LrFmzCr0m1apVQ1VVlcePH+fZbmNjw8qVK3FxcfkuLYOfEh8fT6tWrVBRUcHX1xdFRUU6dOiAiYkJ8fHxnD59mnv37qGuro6vr+93PXZJWmmK4jHy7NkzSpcuja6ubqFjAgMD6dKlC/b29ojFYmrUqMHDhw+ZOHEi9+/fx8XF5Ytrmzt3LpGRkWzZskU2bs2aNdjY2GBra0tmZiZSqRQNDY0in9/3pnTp0nTq1ImtW7fy9u1bdu7ciZqaGhMmTEBXV5eePXuyd+/e7/4zJVByBGFEQEDgV0AQRgQEflEUFRWxtrbGzc2NhQsXcvz4cV68eEFUVBTr16+nUaNGREREsHTpUmrWrIm2tjaOjo6MGjWKjRs3cvXq1TxCx6eoqanRtWtXDh8+TGRkJL169eLIkSNUqlSJjh07sn//fpKTkwGoWLEiR48eZfny5QwcOBB3d3fev39PvXr12LlzJ12nruJUliVxqoZkiCVkiPOa6KX//7YzT97jtvkGe268+rsvncB/HCUlJTIyMgAwNjambNmybN269av7lS9fnhs3bnxxzI0bN3jz5g02NjZsH92e7OQPZMa+znlRCpoO7ojk5FHWM0eSkUpWXCTIK6JqaoNIQYnStZ1Je35LNp+ijjFWbfujpaWFp6cnysrKREZG4u/vj4KCAk2bNgVyUmOuX7+OWCymf//+PH/+nOjoaNk8c+bMQVFREVtbWxITE3F1dSUhIYGmTZuipqaGu7u7bKyZmRlhYWFAToqLk5MTvXr1wtTUVPY0XkNDg/T0dIYPH87GjRu/2NZXrVo1MjMzefLkSb7X3N3d6dq1K926dSMrK6uAvYtPZGQkDg4O1K1bl7179wLQpUsXypQpQ0hICCKRiAsXLqCnp8e0adNYtGjRdzW+LkkrTVGEkVu3bhWYCiaVSjl58iROTk50794dc3NzbG1tOX36ND179uTp06f06tXrqzem+/btY9euXRw9elRWPXTv3j1evnxJVFQUVatWpVatWiQlJf1QYeRT5OTksLGxYe7cudy+fZuHDx/StGlTDh06ROXKlWWtOI8fP/6u32OB4iGRSARhREBA4KdHEEYEBP5llC5dmgYNGjBo0CD++usvzp8/T0xMDE+ePGHWrFmYmpoSGBjI+PHjMTAwwMjIiHbt2uWpRsnMzMwzX8+ePTl+/Djh4eF06tSJ3bt3Y2BgQPfu3Tly5AhpaWl06NCBx48fY2BgQPXq1dm4cSOxZauiau9ORrYU0VdKy6VSSMvKZtHJYEEcEfhbMTExkcVGvnr1is6dOxfpprwoFSNSqZQmTZoQFRXFkE3+GIzYjpq5HQDypcoip6jy5YN8dkOtrG/Bo7uB6OvrM3nyZNTU1JCTk2P9+vVUr16d4cOHAzn+P7lpJXPmzKFBgwZ55jE1Nf3/6UWyc1FQUGD79u0AeVo/TE1Nef78OQsWLGDkyJH4+vrSrl070tLSPlmmCEVFRRo2bCgTZwrD3Nyc5ORkHjx4UODrv//+O6qqqkyYMOHL16YIBAcHY29vT+/evVm5ciXZ2dm4ubmRkZHBnTt3aNOmDfv27ZMJOV26dCEuLo6LFy8Sm5zBhovPGecZxICdtxjnGcSGi8+JS84o1hpK0kpTFPPVz9tosrKy2LVrFzVq1GD69Om4uLhgb2/Ptm3baNKkCWFhYQwdOrRIhrLXr19n7NixnDhxIk9Fytq1axkyZAhnz55FXV2d2rVrk5iY+NMII5+jr6/PoEGDOHbsGO/fv2fGjBlERETQtm1bWTvO6dOnSU9P/9FL/U+RnZ1drN8JAQEBgR+B8C4lIPAfQVdXl+bNmzN+/Hi2bt0qS7U4d+4cgwYNQl1dnePHj+Pm5kaZMmWoVq0abm5uLFq0CG9vb168eIGGhgYvX77Ez8+PwMBAWrRogaurK2XKlKFXr16cO3eO+fPnc+7cObZ4nWX20XuIpYW/zaQ8uciHMxvybEvLkrDo5FMeRCbkGx8QEICTk9N3vjIC/zVatGhBaGgoAQEBJCUlceXKlSLtp62tzePHj/MIBJ9ja2vL3bt3efLkCaWyEog+MIP08Pv//2r+KgJFLUPIziLtxR2k4kySgk6ialrvfwOkEiwraHDt2jVatmxJnTp1yMrKymc4KRaLEYlEDBkyhISEBG7fvp3n9c9vSsqWLYuenh7Lli0jJSWF/fv3y16Tl5cnOzubo0ePylJwPo/rDQwMJDMzs0hGoEpKSlSsWJGgoKACX5eXl2ffvn2cPXuWTZs2fXW+wrh27RpOTk4sWLCAyZMnI5FI6NOnD5GRkTx48IAlS5Ywd+7cPNUc8vLy9B43k1EH7n+3Vr/ittIUtWIkMDAQGxsbkpKS+PPPPzE1NWXnzp1MnTqVBg0asGjRIiwsLAgLC2PChAlFNucODw+nS5cubN++nerVq8u2x8XFceTIEapVqyYTy2rVqvVTCyOfoqKiQuvWrVm7di0vX77kxIkTGBgYsGDBAnR1dWXtOF9KZBP4PgitNAICAr8CgjAiIPAfRk5ODjMzMzp27MisWbM4ePAgT548IT4+nj179tC2bVsSExPZsGEDjo6OlClThi1btgA5TxLV1dXJzs6mU6dO2Nvbs2LFCvT09FixYgX6zfuD/JefVKpbOVKu5bB829PF2fliSgUEvhdly5blyJEjDBw4kLp162JgYFCk/eTl5bGysuLOnTsFvi6VSomKiqJJkybUrl2bxf1aoGxohVqVBgWOBxDJK6DdaRrxATuJXD8AxXKGlKrVOs8xV47uTuXKlQkMDERBQYEKFSrkEzoaN25MrVq10NfXZ8mSJdSsWZPQ0NAvns++fftISkrCxMSEChUqADkVNPb29mhoaLBs2TL09fWBvHG9WVlZDB48GFNTUyQSSaHzf0qtWrV48eJFoePLlCmDt7c3s2bN4vLly0Wa81NOnDiBi4sLO3bsoE+fPkgkEgYOHMidO3eIjIzkxIkT9OjRI99+e268Ym+UDkllKn+3Vr/ittIUxWNELBZz7949fH19MTEx4caNG2zbto3atWszZswYNDU1CQkJYfbs2cUSLZKSkmjfvj2//fZbvmSerVu30r59e65cuUL79u0JCgr66StGCkMkElGtWjWmTp3KlStXePHiBV27dsXf3x9ra2tsbGyYN28et2/fLvLPtEDREYQRAQGBXwGRVGi6FBAQKCLx8fFMnDgRHx8fLC0tiYuL4+nTpygpKWFvb0/16tUxNDTkxdsYfOVtvyqMfAllBTmuTWmaJ60mICCAuXPnEhAQ8B3ORkCg+IwZM4aKFSsyadIkIOcmOCgoiMOHD3P48GGysrLo0qULXbt2pX79+gzbe5ezwe9LFNkrEkErK102uNcjISEBQ0NDpk2bRlxcHCtXrpQdX0VFhYSEhBLFd+/fv58tW7Zw7tw5Ll68iJubG1OmTOHevXs4ODgwYMAAAF68eEHz5s158eIFS5cu5cKFCygrK9O/f386duz41eMsXLiQZcuWce/evS/Gq545c4a+ffty48YNmXHs19i6dSszZ87k+PHj1K9fH6lUyrBhw/D29qZcuXKcPHmywLn23HjFopPBpGUV/UZYVVGOGc5Vcbc1LnRMWFgYbdq0yZfsUxBSqRRFRUXS09MLTVMJCwtj+vTpeHl5MWzYMAYPHszRo0dZu3Ytbm5uzJgxQyZgFYfs7Gw6duyInp4eGzduzCPmZGdnY2pqysGDB+nVqxfbt2+nZcuWJCYmYm1tzfHjx7G0tCz2MX9GsrKyuHbtGj4+Pvj4+JCQkEDbtm1p164dzZs3p1SpUj96ib88Fy9eZNasWVy6dOlHL0VAQECgUISKEQEBgSJTtmxZKlWqRMOGDalevTp9+/alffv2aGhoEB0djb6+Pvfv32f/8VMk3PQCINbnT5LuniTWdxVvNg7OM1/yA39iff7Msy3jbQjvto/l+Z+96Nijr2CYJ/BTYWdnx7Vr17h58yaTJk2icuXKuLq6IpVK2b9/Py9evOCPP/7A1tYWOTk5RjqZoSxfsj+1KgryjHAyA+D27dvUqVOHe/fuUbduXdmYuLg41NXVSySKQI7HRnBwMLNmzaJ79+7s2rWLcePG5UumUVNTIy0tjefPn7N8+XI8PDzQ0tIqcvJHtWrVUFFRKdCA9VNatmzJ5MmTcXFxISUlRdb6EhMTg1QqpVSpUvTr1w/IERUWLVrEokWLuHjxokwUGTFiBAcOHKB69epcv369QFHkfkQCi04+LZYoAl9u9YuIiKBOnTrF8hhJSkpCVVW1QFEkMDCQrl270rBhQ9LS0nBxccHY2JiWLVvy6tUrbt26xbp160okigBMmTKFlJQU1q1bl6/C5cSJE1SoUEFmsgtgbW2NgoLCL1kx8iUUFRVxdHRk+fLlBAcHc/nyZapXry67tp+24wiUDKFiREBA4FdAEEYEBASKjYWFBcHBwTx+/JiqVavSvHlzoqKiGDBgALt27UKSHIe6laNs/Mcbh1A2tKJCn5VfnFeanUXsiT/QajsOg5E7CH/1kmPHjv3NZyMg8HUkEglXrlzh7NmzeHt7069fP1RUVDh27BihoaEsXryYunXrIhKJkEqlPHjwgKVLlzLG3YXYs5sQZRcvcUWSmU7TsgnUMNQE4ObNmzRo0IA7d+7kEUbevn1b4hvjXAwMDFi7di1Xr16lRYsWQP7IXlVVVVJTUxk2bBhTp07FxMSEcuXK8eHDhyIdo1q1amRkZOSL7C2IcePGUbt2bfr16ycTRp88eUJ4eDgpKSlAzo3WqFGjOHToEFevXsXc3Fwmimzfvp2ePXvi5+dX6A38uoBnpIuzi7T2zyms1a9ixYrcvXs3n8fI3LlzmTt3boFzfW68KpVK8fPzw8nJiW7duuHg4EBISAgJCQmcO3eOmzdvEhAQwM6dO79YefM1tm7dire3N4cPHy7QnHXNmjWMHj0ab29v2rdvz/3796lduzbAv04Y+RwzMzPGjh3L2bNniYyMZPDgwdy5cwdbW9s87ThisfhHL/WXQRBGBAQEfgUEYURAQKDY5N4khYWFYWpqiqKiIm3btuXEiRM8efIERbXSKGpW+N/4ynUpXbMl8qqlvzhvVtwbxB+jee85i8h1fXn/8ulXnzALCPxdZGdnExAQwKhRozA0NGTEiBEYGRlRtmxZTp06xYIFC6hZsyYikYjExES8vLwYPHgwFStWpFOnTkRERDBlyhRen9/Lgs61UFWU/zx0Jh8iQJqVgfTuEXbOGiSLxQ4MDMTKyorY2FjMzc1l479FGImOjqZ58+aUK1cOqVSKlpaW7LWCKkZSUlKIi4tj3LhxAMWqGDExMSE9PZ379+9/daxIJGLDhg1ERkZy6dIlTE1Nefz4MY8fP8bU1JTs7GxcXV0JDg7m4sWL6OnpATBo0CA2b97MwoUL8fDwKPRGLDY5g4uhMSVqb4KcBK0LITGFptUUx2Mk118kKyuL3bt3U6NGDaZOncrgwYMJCQlBU1OTevXq8eDBA/766y8OHz6MlZVVyRb+/wQEBDB9+nR8fHwoV65cvtcfP37MkydP6NatGydOnJD5i9SqVQuxWEx6ejrq6urftIZfBQ0NDZkx7bt379i2bRtKSkqMGTMGXV1devXqxf79+4mPj//RS/2pEYQRAQGBXwFBGBEQECgR2traJCYmykrAO3bsyM6dO5kyZQqKumZ5xirrF7UXXYpCWT0qjt5DxdF70Go+lAsXLjBt2jQOHjxIZGTkdz6Lb+N7xXsK/DxkZWXh7+/PsGHD0NfXZ8KECejr63PhwgUePHjAnDlzaNy4MdeuXePRo0csW7aMJk2aYGBgwMaNG7G2tub8+fM8e/aMtWvX4uzsjJqaGu62xngOsaWVlS7KCnKoKOT98yvNykBJQY5W1rqYhZ8g+Z4fEomEIUOGIJVKuXnzJkpKStSqVStPm8bbt2+LbB77KUFBQdSvXx8HBwf8/Pxo374927Ztk71uamrKs2fPZBUbCQkJZGdn4+HhIfudL44wIi8vj4mJSaHJNJ+jrKyMl5cXd+7cQUtLSyaMWFhYcPbsWV69ekVoaCgWFhYsXboUV1dXdu7cSaNGjVBXV2fAgAFUqVJFNl9AQADGxsZYWFjQoVsvIvfOACB8yf8MRz9t7cv68IaoPVOIWONOjNfvSLLS84yJv36EykYVCQkJke3/6tUrjI2NZa000dHRaGtrs2zZMpYtW4a2tjZbt27NmSc5md69e9OkSRNCQkKoVKkSO3bs4I8//iAoKAhVVVXq1q3L5s2b2bhxI2KxGDc3tyJduy/x7Nkz3Nzc2LdvXx6B7VPWrVvHkCFDSEpK4sGDBzRp0oR79+5Ru3ZtkpKSKF26dLHMZf8tyMnJUb9+febPn8/du3e5f/8+jo6O7N+/HyMjozztOEILaF4EYURAQOBXoGCnLwEBAYGvYGlpSWpqKn5+fly7do1jx46RnJxM2bJlaTF8LrclIjKzi/fhULGcIdKsDNLDH6BWsSoab65jUssSFRUV9u3bx/Xr14mLi6Nx48bUrl2bWrVqUbt2baytrVFSUvqbzjQ/9yMSWBfwjIuhMQB5kixUFKL40z8UJwsdRjiaUbOi5j+2LoGSkZmZyblz5zh8+DDHjx/H1NSUrl27cv369TztCklJSZw7d463b98yZMgQtLW1cXZ2ZuLEiTRp0uSrT9FrGGqywb0ecckZHL4bid/1+4S/jcGpYQPOH93NnN6t6Ny2Hp2OJGBnZ8f79+85ePAgffr0QSqVEhERkaeNBuDNmzfFrhjx9PRk1KhRrFu3ju7duwMwevRoXF1dGTduHPLy8pQtWxYlJSWio6PR1dVl4sSJKCkp5THcLE4rDUDt2rXx8vJCIpEUyYNDT08PNzc39uzZg1QqJTo6mlu3bqGpqYmysjI3btxAQ0MDbW1tJBIJ/v7+7Nixg8WLFzNnzhz++OMP2VxTpkzBw8MDgEHjp6PjuvCLx471WYlmo56omNQhzncVyUGn0KjfEYD0V0GIlFTosWgvZmZm+fbNbaUpX748sbGxsjaaT9tppk6dyosXL8jMzERNTQ1zc3P8/f05c+YM9evXRyKR8Mcff9C6dWuuX79O1apVUVFR+eo1+xLx8fG0a9eOefPm0axZswLHfPz4kQMHDvDo0SNOnjxJ06ZNkZeX58mTJ1SvXp24uLh/dRtNcTA0NGTIkCEMGTKEtLQ0Lly4gI+PD61atUJRUZF27drRrl07HBwcUFZW/vqE/2IEYURAQOBXQKgYERAQKBKZmZlcvXqVy5cvs2fPHtatW8ejR4+Ii4vD1NSUkJAQ3NzcMDIyYvXkQSV6oihSUETHZQofzm0mfG0/Xj66S1RUFLVq1eLQoUN4enrSoEED5s2bh5GREefPn8fd3R1NTU1q167NgAEDWLNmDVeuXCEpKelvuAo5SRZum29wNvj9d4v3FPjnSU9Px9vbm759+1KhQgUWLlxItWrVuHPnjsxY1cTEhMePH/PHH3/QrFkz9PX1WbduHfXr18fY2JgXL16wbt062rVrV6zWAq1Sygx1MKWd1gfqJAfyp2stXMzVuXXlAgCRkZFMnToVsViMrq4uffv2pX79+ty9ezefMFKcVhqJRMKMGTOYMmUKZ8+elYkiAPXr10dXVxdfX1/Zttx2mrNnz3L58mU0NTVJS0v733kUo2IEoE6dOigqKvL69esi76Ovr0+bNm24f/8+3t7eNGrUiIYNG7J79262b99OxYoVycrK4vjx4zg5OQHg7OzMwIED87SJqKioIBaLEYvFZBXqDZEj5EoyUsl8G0qs759Eru1N2vNbZH34X7WanLI65VoMJVtVs8CbvS+10oSFhTFs2DA2bNjA3bt3gZyfxfDwcJycnBg7dixTpkzh9u3btGnTBpFIxK1bt7CxsSnyNSuIrKwsunfvTuvWrRk6dGih47Zv306rVq3Q19eXtdE8ffqUSpUqUapUqX+9v0hJUVVVxdnZmfXr1xMeHs7Ro0fR1dVlzpw56Orqytpx3r9//6OX+kOQSCSCMCIgIPDTI1SMCAgIFEhaWho3b97k4sWLXLp0icDAQMzNzXF0dGTMmDE0atQojydBZmYmFhYWVK9enTLKcuiIY4iQlEW73fhCj1GqRnNK1WieZ5uygSUGA9fQykqXPzpacvDgQZYvX86wYcPo06cPW7duxdLSkqZNm8r2SU1N5eHDhwQFBREUFMTu3bt5/PgxBgYG1K5dO89/5cuXL/E1KU68p1QKaVnZLDoZDPDFeE+Bf4bU1FROnTrF4cOHOXnyJLVq1aJr1678/vvvsnaU5ORkvL29OXnyJH5+fohEItq0acO4ceNo0qQJpUqVIjU1FR0dHdLT00ucBgM5N8S5VQBNmzZl6tSpQE66iZmZGZ6entjZ2fHx40fEYjF37txh3rx5eeZ4+/YtLVu2/OqxEhMTcXd35+PHj9y6dQsdHZ18Y0aPHs3q1avp0KEDkCOMPH78mKVLl7J+/XpGjhxJamqqbHxxhZFq1aqhrKzM48ePMTY2LvJ+ZcuWRSwWo6CgQNu2bbl48SKNGjUiMzOTzMxM9PX1sba2lo23tbXNN4eVlRXTpk1DLBbj1GcKgWn5hiBO+t+5iBSUqDh6DwBScRYS8f/a45T0zBGJ5NBQKTiOvKBUmjdv3tC1a1cuXrzI8OHDsbKyYvPmzRw6dIjDhw+TnZ1N//79cXd3z5dQc+vWrTzvd8VFKpUyduxYFBUVWbFiRaHjJBIJ69atY8eOHWRmZnL27FnWrFnD6dOn/zPGq98DkUhEjRo1qFGjBtOnTycmJgY/Pz98fHyYMGEC5ubmsmqSWrVq/SfakrKzs4uc1CQgICDwoxDepQQEBABISUnh7NmzzJw5k8aNG6Ojo8PUqVNJTU1l4sSJREZGcufOHVauXImLi0seUQRynjgfOHCApk2b0qhRIxRCzqGqVDLtVUlexAgnM0qVKsWAAQO4cuUKFy5cQCqV4uTkRKNGjdi2bZvMmHLZsmXY2trSpUsXNmzYwJMnT+jSpQteXl60a9eO6Oholi5dioWFBQYGBrRr145Zs2bh5eXFy5cvkUql7NixQ/Z0FnKiKXOfQEPx4z3FCe+JXD/gi/Gen5Ib9SnwfUlOTubgwYN0794dPT091q9fj4ODA0+fPiUgIICRI0eSmJjIihUraN68OXp6eqxevZoqVarg5+fHy5cv8fDwoH379pQqVQrIMSKtWrUqd+7c+aa1fSqs2Nra8ujRI2JiYvjw4QO6urpYWlqyYsUK5OXl8ff3JyoqCnNz8zzeNk90HDnytvQXvW3CwsKwtbXFwMCAs2fPFiiKAHTr1k1mvAlQpUoVduzYQYMGDWjTpg1qamrfLIykp6cXy1A5NDSUffv24eLiQrly5di7dy+HDx8mJiaGjIwMFi9eTFRU1BfnyM7O5sSJEwQGBvL06VOaOjqg/P8eLyIlVcQfo5FkpJLy8BwAcspqKGpXIvn//x1/YRsfr+7PM6eKghyWegWbSee20uQmzOzdu5f9+/fTuHFjAgMDmT9/PjY2NvTo0YMNGzZQrlw5tLW16devX4Gxvd9aMbJ27VouXbrEgQMHvvjU/tSpU5QuXZqGDRty6dIlLC0t0dXVlRmvgiCMlAQdHR369OnDwYMHiY6OZsmSJSQkJODm5iZrx/H29pYlLv0bEVppBAQEfgWEihEBgf8oHz9+5OrVq1y8eJGLFy/y6NEjateujaOjI7Nnz8bOzk52I1gUgoKC2LNnD87OzsycOZPRo0ezL/B1kSssclFAQtrVA8i7GcH/R5VCjqfJsmXLWLRoESdPnmTbtm1MnDiRzp07y8Y8efIEIyMjUlJSkJOTo1q1alSrVo3evXsDOU9Ow8PDZZUl27dvZ8yYMSQnJ1OhQk6KzubNm5GXlycsLCzPDeT3iPfc4F6v0DG5UZ8C387Hjx/x8fHh8OHDnDt3Dnt7e7p27cr69evR1tYmJSWF8+fP4+fnx8mTJ5FIJDg7OzN69GiOHj1K6dJfTk8CsLOz48aNGzRq1KjE6/y0YkRFRYUGDRrg7e2Nnp6e7CaiT58+DBkyBDk5OVQNLBm+Lyivt42OBVciM7gdFVqgt82ZM2fo3bs38+bNY9iwYV9cj5KSEkOHDmXNmjV4eHigqKjI3bt3OXr0KEA+YSTXY6SoKSyGhoZIJJIi/5xv374db29vevbsib29PaampmzdupWMjAxEIhEKCgrcvXsXU1NTQkNDC61CkZeXp06dOhgZGaGoqIiRSWUyrHuClhFlGroSfXAO8mXKo2blQHZiLADa7ScS57ea+PNbUdY3R7v9b3nmlAJd6xgWeLzMzEwSEhJkiUWTJk1iz549zJ8/Hx8fHypWrMjx48epVKkS79694/379/j4+BQ4V0JCAm/evKFq1apFumaf4+fnx++//861a9e+KmjkRvSKRCJZTC/AvXv3mDZtGiAII9+KoqIiTZo0oUmTJqxYsYLQ0FB8fX3566+/cHd3p1GjRrRr1462bdtiZGT0o5f73RCEEQEBgV8BQRgREPiPEBcXx5UrV2RCSGhoqCyVYsmSJTRo0KDEbQEfP35k+PDh3Lt3D39/f2rWrAn8r31k0cmnpIuzvxiPKRKBioI8M5ytEVVLpGnTphw9epSGDRvmGaeoqIiLiwsuLi68e/eO3bt3s3TpUhQVFVm1ahVdunTB1NS0kGOIMDY2xtjYmE6dOsm2x8TEsHTpUmJjY7l8+TJnz56VtS4MGTIE8xp1ufDO8LvEe2qV+m+b8P1dxMfH4+3tzeHDh7l48SKOjo507dqVbdu2oampSUhICLt378bPz4/r169jY2ODs7Mzvr6+WFlZFbuc3c7OjiNHjnzTmtPS0vL8zjVp0oQzZ85QsWJF2banT59ibGxMgnZ11Bq5c/bJewr6MUz/f6+bM0/ecyk0lultLIm57sXy5cs5dOgQDg4ORVrT0KFDsbKyYsGCBezevRs9PT10dXWBHGHkU48RVVVV5OTkSE1NLZLHikgkokqVKl9NppFKpSxZsoRNmzZx+/ZtLC0tZdtyX1+/fn2BXhk7duzIt+327duoq6sTHR2NVCpl5MiRhF49SOk2Eylj25Uytl3z7aOoZUgF92X5tpeq0ZzSNZvTxEIn3++ytrY248aNo0OHDqSkpLBp0yZatmyJSCSiQ4cO/P777+zduxdbW1ueP3+OpqYmffv2pWnTprJWlYLWXrt27QIrSb7G48eP6du3L0ePHsXExOSLY0NDQ7lz5w5eXl5IpVJOnDiBt7c3UqmUe/fuCRUjfxPm5uaYm5szfvx4Pn78yJkzZ/Dx8WHOnDno6enJWm4aNGjwSwsLgjAiICDwKyC00ggI/Et5//49hw4dYvTo0dSoUQMTExM8PDzQ1tZm9erVxMXFce7cOebMmYOTk1OJRZFr165Rq1YtNDU1uX37tkwUyeVrMaUqCnIoK8jRykoXzyG2uNsa06tXL3bu3ImLi0seM8jP0dPTY/LkyYwaNQpbW1uePn3K4MGDSUlJISIignbt2qGvr8+UKVMwMjJiyJAhAJw8eRIrKyv09PSYO3cuOjo6VKtWjUaNGlG5cmWWLl2Ks7MzVapUoWbNmuw+dZVX6wcRsdqdD2c2yI6fGfOKt5uHE7m+P3F+q3m7dWShaxUBHj7XcHR0REdHB3d39zyl07lRn58SEBCAk5MTu3fvxsTEhDNnzgA539t27dqhp6dHs2bNiI6O/uL36N9KbGwsW7ZsoXXr1hgbG3P8+HF69OhBZGQknp6eaGtrM3PmTExNTWnRogXBwcEMHz6cN2/ecP78eX777Tesra1L1ONvZ2fH9evXvymW89OKEcjxGbl582YeYeTmzZsYN3entENf5BRVChRFPiXX22bOsftsvvCUGzduFFkUgZzfqbZt2zJo0CC0tLSIj4+XnaOqqmqeihEomQFrbvtaQUgkEsaOHcv+/fu5evUqlpaWZGRk0K9fP1m728qVK5k7dy6vXr0q0jGrVKlCcnIyenp6lC1bli1btuDs0AAV5ZI9G1JRkGeE0//SaN6/f8/MmTMxMTHh2rVrLFu2DHNzc1q1akV8fDzTpk3D2toaBQUFgoODWbBgAZqamkBORUju1wVx69Yt6tevX+w1xsTE0L59e1asWIG9vf1Xx69fv56BAweiqqrK48ePkUqlVKtWjfDwcNTU1GTeTIIw8vdRpkwZunXrxs6dO4mKimLTpk3IyckxYsQIKlSoQJ8+ffD09CQhIeFHL7XYCMKIgIDAr4AgjAgI/Et48+YN+/btY9iwYVStWhVLS0t27dqFkZERW7Zs4cOHD5w6dYrp06djb2//zfG2YrGY+fPn06lTJ1atWsX69etRU1MrcGxuTOm1KU0Z38KcTrUMaGZZnk61DBjfwpxrU5qywb0eNT5pnWndujU+Pj4MHDiQXbt2fXEtIpEIOzs79PT06NSpE7Vr1+bhw4dcuHABa2trjh07xrFjx/D39ycmJobRo0dz+vRpnj9/zsGDB2VPsDU1Nfnw4QOPHz+mevXqaGhoMHLkSD6+eYF2x6kYjtxB+usHZMbmpGp8vOpJ6brt0e0+n7QXd9EfuK7QNaaLJXjMnYCbmxtRUVEoKCgwf/78r17np0+fcuLECQICAmjSpAkAY8aMoX379rx7945GjRqxaNGir87zb+H9+/ds2LCB5s2bY2pqypkzZxgwYACRkZEsWbKEmJgYunXrhq6uLsuXL8fIyIjjx4/z+vVrNm3aRKdOnb7LjZ2xsTESiaRYCSuQ03JmbW1NhQoVCAgIyCNI2tjYEBUVlce/5+ydUF6VrYtUvmCjz8KQyCkgrd2Jj/JlirUfQNeuXTlx4gSbNm1CJBLJInk/b6WB4kf21q1bFwUFhQKvW0ZGBj169ODBgwdcunQJfX19YmJiaN68OeHh4Xz48IFDhw4xbtw4pk6diouLi8xn6EuUKVOGrVu3Ymdnh5GREbdu3WL32qXMdK6KqmLxPgapKsoxw9mSGoaaPHv2jOHDh1O1alU+fPjA9evXOXjwIFWrVkUqlbJo0SLMzc2Ji4vj3r17rFy5Mp/5c3x8/BeFkcDAwGL7i2RkZNCpUyfc3NxkbYRfIjk5md27dzN8+HAAWRqNSCTK4y8CgjDyTyEvL4+trS0LFy7k3r173LlzR5bGVKlSJVkrTkhIyDeJs/8UgjAiICDwKyC00ggI/KK8evVK1hZz6dIlEhIScHBwwNHRkaFDh1KjRo2/7YNIeHg4vXr1QllZmbt378oSPb5GbkxpUWnQoAEXLlygdevWvH//nkmTJhU6Nvdp9qtXrxgwYADly5enSpUqXLlyhdevXzNkyBASExO5cOECb968kd1sZGRk8PjxY9k86urq3Lhxg169enH9+nUAbPvN4IzPMRKvH0KcEIUkJQG0KyFSUEQqyUYqyQbJl/1HJBmpvH8ZzLBhwxCJRIwdO5Y+ffqwdOnSL+4nFovZtm1bHr8Xf39/AgICmDNnDtnZ2fkiXP9tvHnzBi8vLw4fPsz9+/dp27YtI0eOlJlZ+vn5MX36dNLS0mjTpg1Dhw7l4MGDlClTfFGgqOSKcdevXy+yF4BYLKZr164sW7aMdu3aYWhoyPPnz2WvKyoqoqurm6dd5U66Ntllin7zHr6kHUZTc/wqMsQSmbeNsbExAQEBX02DkUqlbNmyBX19fZ4/f46ZmRlhYWFoaWkVKIyUxIBVSUlJ5geUy8ePH+nYsSNaWlqcOnUKFRUVnjx5Qvv27XFwcMDX15fdu3fL0lnGjBnDgwcP6NOnD4cPH/5i4oWXlxcjR46kf//+HDhwAGXlnBaYkrX6WWIhH0O3bpMICAhg2LBhPH36VCZ4pKens3//fh4+fIilpSXXr1+nSpUqhc6bkJBA2bJlC3391q1b/PHHH4Uv7DOkUilDhgxBV1eXhQsXFmmfXbt24eTkRKVKlYAcYWTu3LlAjr/Ip20+iYmJeSqaBP4ZKlWqxLBhwxg2bBipqamcP38eHx8fmjVrhqqqqqzlpnHjxt/80OPvQBBGBAQEfgWEihEBgV8AqVRKWFgYW7ZsoXfv3hgZGWFra8vJkyepV68ex48fJzo6Gi8vL8aOHUvt2rX/tg8hnp6e2NjY4OLiwtmzZ4ssipSUqlWrcvXqVXbs2MGkSZOQSAo3ctXW1iYxMVHWj29gYICrqyvdunVj8ODBpKamMmDAAHR0dDh69Cjv3r3j9evXefxGLC0tuXbtmuzD/8ePH/Gd3x8QUaZRD5T0zGVjFcsZknzPj5gjCyjXcvhXz0XE/1o2clMrvka1atXymeBKpVIePHhAVFQU7969Y8+ePV+d51fj9evX/Pnnn9jb21O9enVu377Nb7/9xtWrV2nQoAGbNm3CxMSEpUuXYmBggJeXF5GRkWzZsoXOnTv/raJILra2tjLxrChcvXoVFRUVunTpgrKyMgYGBoSFheUZo66uzrt37wCIiEkgU8vsq+0zhfGpt01ROXToEOHh4SxYsIDVq1djZmbGs2fPgPweI1AyYSQtLS2PGPnu3TscHR2xsrLC09MTFRUVTp8+jZOTE/3798fPz49NmzbRunVr2T4ikYj169fz/v37Qiuv4uPjcXd3Z+rUqXh5efH777/LRJFcitrq19JKl3HVpWyd1p+uXbvSqFEjXr58yYIFCyhfvjxisZgtW7Zgbm4u80XZt2/fF0UR+HIrzbt370hLS6Ny5cpfnONTli5dyqNHj9i1a1eR4lGlUilr165l1KhRAERHR/PkyRMcHR0BhIqRnxA1NTXatWvHhg0biIiI4NChQ2hpaTFjxgzKly8va8f5mVosBWFEQEDgV0CoGBEQ+AmRSqU8efKES5cuySpC5OXlcXR0xNHRkVmzZlGlSpUSeSOUlKSkJMaMGcPVq1dlgsw/haGhIZcvX6Zdu3b079+fLVu2oKiYv7XAysoqj2dDLnJycrRs2ZLy5cvj7e2Nvb09bm5usiqTT5+sWllZYWFhIbu2YWFhKCrIoVXPmaSIp2RGPZONTX5whgp9ViCv9vWbcFV1dSqZW7F582YGDRrE6tWrcXZ2LsnloFmzZmzcuJHZs2ezevVqrly5gpeXV4nm+pl4/vw5uw8d49DtCBJQQ69SZYw6TaVeb0h/EsCECRNISUmhTZs2DBw4kP3793+xDeHvxs7O7otVTJ+TW0WQi76+Pm3atGHPnj3MnDkTqVRKZmYm6enpAPQcOo7I08dBBJqNelG6dhsAkh+c5eO1g0jFGZRp1JPStVoTf36rLF424q+eyKmWxmDIRhICj2Nk2Iu0pI/UqVMHOTk5wsPDUVdXJzAwkGHDhvH27Vs6dOjAkiVLGDduHEeOHKFOnTpMmzYNFxcXmTBSkMdIcVtpdHR0UFJS4vbt20CO6Wfr1q0ZOHAg06dPlwke8+fPZ+XKlUyePJm//vqLjh075ptLWVkZLy8vbGxsqF69Ol26dJG9durUKQYPHkznzp25d+9eoW1+8L9Wv7jkDA7fjeTpuyQS07PQUFGkSnk15MNvsW7ZFG6IREyePJnu3bvL3n8kEgkHDx5k9uzZVKxYkYMHDyKVShk/fnyRrseXWmlyY3qL+j5/9OhR1q5dy82bN4tkhgtw7tw55OXlZdHkJ0+epEWLFjIBKSgoiD///FM2XhBGfi5EIhG1atWiVq1azJw5k/fv3+Pn54ePjw9jx47F0tJSVk2Sm5L0IxCEEQEBgV8BQRgREPgJkEgksr76XCFEQ0MDBwcHWrduzeLFizE2Nv5hH2oCAwPp1asXDg4O3L17t1gxvt+LcuXK4e/vT7du3ejUqRMHDx7Md7NTtWrVr5YR16hRg/379zNhwgSio6PR19dnzJgxVK5cmbJly+Lu7p7n5rVmzZrUr1uHs3+5o6xviVJ5E7Li36JiVANVUxvebhoK8goolNZB06kfqsY1CzxuenoGTnYN2LZtGzNmzKBVq1bMmTOnRNdizZo1ssoXCwsL9u7dW6J5fgZCQkI4cuQIB85cJ17PBkWjWsiZW6AoFRELxMbBnegs5NWdqDfWmWkudahVsfDWg3+SevXq8ejRo3wmqoWRkJCQ73dHXl6eKVOmcO3aNeTk5DA2NkZNTY2nT59yzXsfBqN3IxVnEXd6HaVrtyEzJpzEwKPo9fsTqSSbd9tGo1alAWWbDqRs04GEL2lHxbH7ZPOr1mlPzwHDODqlY55WmszMTHr16sWRI0ewsrKidevWuLq60rlzZ+zs7AAYMmQIV65ckfl4fI9WGsgxQ7137x6BgYG4uLiwcOFCBg4ciFgsZsKECZw9e5Z9+/bRt29fFi9ejKura6Fz6erqcuzYMVq1aoWZmRmVK1fmt99+4/Tp0+zcuVPWelMUPm31S05OZsuWLSyd/CempqYsW7aMVq1ayd6DpVIpPj4+zJw5E1VVVTw8PGjWrBmQY0hdlPdqsVhMWlpaofHQxfEXCQoKYsiQIfj5+RWrim/NmjWMGjVKtl5vb2+ZCBUbG0tiYmKeRBtBGPm50dXVpV+/fvTr14/MzEwuX76Mj48PXbt2JSMjg7Zt29KuXTuaNm36RbHweyORSARhREBA4KdHEEYEBH4AYrGYoKAgmQhy5coVypcvj6OjI507d2bVqlU/RR93dnY2y5cvZ+XKlaxbt45u3br90PWoqalx7NgxBg0aRPPmzfHx8aFcuXKyfvhP6devX76vc1Mscp+g5ZKYmMjBgwfZunUrffr0oW/fvujr6xMQEADAqZM+DNl9m7PB72U+BOLkD2RGv8RwzF4QyZF815ekOydkwoiCpi6GI7YBOf4Ejc200HyiSGhoKC4uLvz22295nuoaGxvnS9lwcnKSreFTKlSowMmTJ4t+4X4icquhDh8+zOHDh4mLi6NW19Gk2g1BXgoSkRySz3tH5BXJBgLfptNj801mOFvK/CF+JGpqalStWpU7d+4UKflDUVGRjIz/tbW8e/eO69ev0759e4yMjGSVIoaGhvj5+aFYRpv489tQqVwH7fa/AZAe/gDxx/e82TwMAKk4k6y4N8irFy4WJaZn5dsWEhLCq1evaNmyJQCpqamIRKI8EcTDhg3jzz//xMLCQna+BQkjb968+eq5f0rdunXZvn07zs7ObN++nfbt2/Px40fc3NzIzs7G09OTDh06MGPGDPr27fvV+erUqcPatWtp3bo1SkpKtGjRggcPHpToBj46Opo1a9awYcMGmjRpwuHDh/OJExcuXGD69OkkJyezaNEimVFpLlKptEhtLAkJCZQpU6ZQEeXWrVuMHFl40lUub9++xcXFBQ8Pj2JV8r18+ZIrV66wb1+OkJaens65c+fYtGkTkOMvUrNmzTznIggjvw5KSko0a9aMZs2asXLlSkJDQ/Hx8WHFihX07NkTBwcH2rVrR9u2bf+2zxuxyRkcvhOJb5w28SqlGOcZhGUFDbrVNRSi6wUEBH46BGFEQOAfIDMzk9u3b8vMUq9fv06lSpVwdHTE3d2dTZs2UaFChR+9zDxERkbSp08fxGIxt2/flhnz/WgUFRXZvn07U6ZMoXHjxpw+fRpDQ8NvmlNDQ4NBgwYxaNAgnjx5wrZt22jcuDEWFhYMHDiQrl27MtLJjMthsaRl5ZisyquVQUFDhzfr+iGVSpEvVY5yLYYWOL+KgjyT2tagxlAH5syZg4eHB82bN6dOnTpMmjQJR0fHH1YN9E+Q64mSK4YkJyfTokULWrRowfUYeR4rWSBCDr5yCXKjaBedDAb4KcSRXAPWrwkj2dnZaGlp8fDhQ06dOkVUVBQvXrzg8ePHVKxYEQcHByIiIpBIJISGhjJ79mw0nAYjUtMk7dktEi7tRn/gWkCKerWmaLXKuWGWpCcjUvhylZSGSv62M6lUipmZGcHBwaSnp1O9enXmzZuX56ZXT0+P5s2by2Ki1dTU8rXNlCtXjocPHxblUsnIyspCLBazefNm2rdvz8uXL2Umq1OmTKFZs2aMGzeOYcOGFWm+tLQ0bty4QXJyMkZGRqxfv77YBpTPnj1jxYoVHDhwADc3N65fv46ZmVmeMYGBgcyYMYOXL18yf/58XF1dC3wKLpFIivT7/CXjValUKmul+RKpqam4uLgwZMgQunbt+tVjfoqHhwf9+vWTCbQBAQFUr14dbW1tIL/xKgjCyK+KSCTCwsICCwsLJk6cSEJCAqdPn5ZVPRkaGsoeGNjY2Hxzdcf9iATWBTzjYmgMABliDVDQ4Ni9t6goRPGnfyhOFjqMcDSjZkXN73CGAgICAt+OYL4qIPA3kJ6ezsWLF5k/fz7NmjVDS0uLUaNGER0dzbBhw3j+/DkPHz5k7dq1dO/e/acTRby8vKhbty5NmzblwoULP40okoucnBzLly+nf//+2NvbExwc/N3mtrKy4o8//iAiIoLx48dz6NAhDA0NWbdgMj2rKsviPUVy8mi3n4jh6N1UHLMH/QGrUalonW++T+M9IedGMvfmqmPHjgwdOpT69etz8OBBxGLxdzuPH4mFhQWPHj2iffv22NnZYWBgQIMGDXj69Cm1atVCXV0dX19fXiVJia3oiEixeE8O07IkLDr5lAeRCXm2X79+napVq1KhQgUWLFjwHc+ocGrXrs3Zs2e5cuUKhw4dYs2aNcyYMYMBAwbg7OxMnTp10NPTQ0VFhalTpxISEsKMGTM4ffo0KSkpODg4kJCQwMiRIxk7dixKSkp4enqiqalJ/MWdlKpYFU3HPmQnf0CSloxKpRqkPb+NOCkOSXoyb7eNISsuUrYeOVUNshKikGaLkaQno6Igh6VeabS1tXn58iUSiYS4uDgsLCxISUkhICCAhQsXkpKSQmxsbL7zmzRpEqmpqcTGxn6z+apUKmXZsmX4+fmhrq6Ompoa165do2HDhgwdOpQ5c+bI/EbGjRtXpDkDAwOpXbu2TGiqXLkyo0ePLnKE6a1bt+jWrRt2dnZoa2vz9OlTPDw88ogiDx8+pGPHjnTp0oVu3boRHBxMz549C715lEqlRRZGCvMXef78Oerq6ujp6RW6v0QioV+/flhYWDBjxoyvHu9TUlNT2b59e56KlNyY3lw+N14FQRj5t6CpqYmrqyu7d+/m/fv3rFu3juzsbIYMGYKenh79+vXj8OHDJCYmFnvuPTde4bb5BmeD35MhlpAhzmuYnv7/2848eY/b5hvsufHqO52VgICAwLchkv4KAegCAj85KSkpXL9+XVYRcvfuXaytrWVmqfb29j/UJLKopKSk5Onxt7W1/dFL+iq7du1i8uTJHD9+nAYNGvwtx3j79i07d+5k27ZtiKo4IKnZkWzkvpgW8mm855cqGyQSCd7e3ixfvpx3794xceJE+vfv/937v3NLmp9GJZKYLkZDReG7lzRLJBICAwNxdXUlIyODjx8/UrZsWcqUKcOzZ8+wsbGhTZs2ODs7U7t2bYbtvZunPak4iETQykqXDe7/ax2oWrUqK1euxMbGBnNzc65cuYKVlVWx587OziY6OpqoqChZ8k9BX0dFRSEWi8nKyqJBgwZUqFCBChUqoKenl+/r8uXLo6ioyK1btxg8eLBs30uXLnH37l1mzpxJcnIyVapU4erVq5QtW5ZSmuWIio0HoFSNFpR16gdA0v0zfLy6HyTZaNh0RKNBZ9nak++fIeHyHqTiLHS6zKCMSQ2uTWnKzUvnGD58OImJiaxfv54ePXpw48YN+vXrR2hoKJ06dWL//v35Ki2kUimlSpVi4cKFlCtXjvPnz7Nz507Z61evXmXSpElcu3bti9dUIpEwceJE/P398fT0pFatWnTt2hV/f3927txJ/fr1adKkCR07diw0ZeZTMjMzmT9/Pps3b2bNmjV0794dyLlxb9iwISNGjGDEiBEF7iuVSjl9+jTLli3j+fPnTJgwgYEDB+bzf3n27Blz587l7NmzTJ06leHDhxfJS+bixYvMmjWLS5cufXHc2bNnWbp0Kf7+/vle279/P4cOHfqiqfLs2bPx9/fn/PnzRVrXp2zZsoXjx49z4sQJIOeaGBkZcerUKdnvjLW1NXv37s0jjpQpU4bw8PBf4u+ZQMkIDw/H19cXHx8frly5go2Njaya5GspS3tuvGLRyWDSsgpPj/ucnIcHVX+KCkABAYH/NoIwIiBQAhITE7ly5YrMLPXhw4fUqlVLJoQ0bNjwhxiUfgtBQUH07NmTevXqsW7dul/qqaCvry/9+vVj9+7deSI9vzdSqZTLly+zavdRbnzUQNmkDgryCmR98i6qopAjmDSx0GGEk5msUqQoXLt2jeXLl3P16lWGDx/OqFGj0NHR+aY15y9p/t8H1ty1fktJc3Z2NteuXePw4cMcOXIEeXl50tLSEIlExMfHo6OjI6ua+jTdIjY5A/ul5/M9TSwOygpyXJvSFK1Synz8+BF9fX1SUlKAnBaX8ePHy26YpVIpycnJXxQ6cr+Oi4ujXLlyhYocn35dqlQp9PT0CAwMxMjIqFjrNzEx4fz58zJzy8WLF5OQkMDSpUuxsrLCzMyMCOM2JKhXRPq1PqMCKEg8+hSJRELjxo1xd3dn+PDC46YbNGhAWloas2bN4uDBgxw6dEj22tOnT3FxcSEkJKTQ/TMyMujXrx9v3rzh+PHjlClTBnV1deTk5Lh58yaGhoY0b96cJk2asGzZsq9WWzx48IA+ffpQqVKlAtsQnz9/jr29Pfv376dJkyay7VlZWXh6erJs2TIAJk+ejKura76Eq8jISBYsWMCRI0cYN24cY8eOLdQgtSACAgKYO3dugf5An3Lo0KF81zOXCRMmUL58eaZOnVrgvvv27WPGjBncuHEDXV3dIq8Ncn4XatWqxfLly2UeM/fv36dz5848e/YMkUhEamoq2traJCQkyMQyiUSCoqIimZmZgpHmf4SUlBTOnTvHjh07OHHiBFKplLp16+Lm5saxY8e4ePGibOz9iATcNt8gLSublCcXyYgMplzLvO1w6eEPSLiyjwq9luTZrqooj+cQW7y2rAKQ+Ya9ePECd3f3rwqvAgICAt8DwWNEQKAIfPjwgcuXL8uEkJCQEGxsbHBwcOD333/H1tYWVVXVH73MEiGRSFi1ahWLFy9m1apV9OrV60cvqdi0bduW48eP06lTJ1auXPm3nYNIJMLBwQEHBwcSExPZtu8QW8495GOGAoamFtSpZolNFX261ilZFUbDhg05evQoISEhrFy5EgsLC1xdXZk4cWI+v4OikPP07inp4uwCqzLS/1+UOPPkPZdCY4tsaioWi7l8+TKHDx/m0KFDKCkpUbp0aT5+/Ii1tTUqKirUq1eP4OBgJBIJFStWxNDQME8srVOPkaBYnai9U5FX0yAjMhj1Gs1JeeBPqTpt0bR3I+HKfpKDToKcHJqOfSlVransg7VSBTNSHvpje9ySU0cPEB8fz+bNm9m6dSsREREEBQWxYcMGVq9eLRM9AJmg8anI0ahRozz/Ll++PAoKRf/zaGdnx40bN4otjHyeZhMRESF7Wi8SiUhJSSHxxiHkm49HLC2+MKKiIM8Ip8J/bjZu3AjA0KEFe+Pk4ujoyPr164mLiyt2XG9iYiKdO3dGQ0OD06dPI5VKcXNzQ0FBAV1dXYyMjGjVqhV2dnZfFUXEYrHMDHr58uX07du3wPGmpqbs3buXHj16cO3aNcqXL8/WrVtZuXJlgQkzucTExLBkyRJ27NjB4MGDCQ0NpVy5cl+8NgVRHI+RL0X1FmQqDTktY+PGjePcuXPFFkUALl++THp6Os2bN5dtO3HiBB06dJCt+9GjR1hYWOSpIEpJSUFVVVUQRf5DqKur4+zszPjx49m/fz+GhoZ07dqVDRs28Pz5c1xdXWnXrh1t2rRhXcAr0sU5HlzqVo6oWzkW+Tjp4mzWBzzjU4lz/vz5LF26tFiipICAgMC3IAgjAgIFEB0dnSc69+XLl9jZ2eHg4MCqVauwsbFBWfnXd1SPioqib9++JCYmcvPmTSpXrvyjl1RiGjZsyPnz52ndujXR0dGMHz/+bz2ehoYG44YNZNywnCf/NbWc8J42g7CqVVEdOJAuXbrkSZ0pDhYWFmzcuJH58+ezdu1a2c/e5MmTi9wuVJyS5qKYmmZlZXHhwgU8PT05cuSI7OdfLBbTsmVLnJ2dadmyJdra2mzZsoXAwEAqVKhATEwM7969Q19fP08srVUtG0p3nAWAkp458hrlyXz/gnKtR5F46zjiak1Jf/0Q/SEbkWSk8m7nOEpVy4lezXgbgpq5HYajdvNy42Dq1q2LiYmJTNi4f/8+VapUYdiwYXkEj7/rA3auAeuXYmULIi0tLZ8w0qpVK6RSKW/evCEhIYHY2FjKqWhTunFfMotRXCPNyqBnjbKFViy9efOG2bNnExAQ8NUEFUtLS0xNTTl16lQ+j5Fy5cqRkJCARCLJN09UVBTOzs7Ur1+fdevWER0djYuLC+bm5ri7u7Nt2zbat2+PtbU1f/311xfFhJCQEPr27UupUqW4c+fOV32PmjVrxtixY7G1tSU7O5umTZty6NAh6tevn2/sx48fWbFiBevWraNHjx48evToi94eX6OoHiPx8fEFCiO5qWV169bN91p4eDhdunRh+/btVK9evUTry43o/fT75e3tzZIl/3uKHxQUJBivCgA57XIqKioyc99Ro0Zx9OhR6tevT+vWrTl27BhjJs+gTJ81IFey2wqpFC6ExOCSLUZNKWeO2bNn06dPn1+ipVdAQODfgWC+KiBAjofE/v37GTZsGFZWVpibm7Njxw5ZqXZcXBynT59mxowZNGrU6F8hivj6+lK7dm0aNGjA5cuXf2lRJBdra2uuXr3Kxo0bmTp1apENGL+VjIwMFi5cSGRkJGPHjsXT05OKFSsydOhQbt68WeR1zJ07FzU1NXR0dKhUqRJ+fn4sWLCAly9f4ujoiJubGw4ODpw4cQKJpPC75PsRCSw6+bRYfd6Q39Q0IyODkydP0r17dzQ1NXFzc2Pfvn0YGxszfPhwTpw4QUxMDHv27CEyMhJLS0tUVFQYPXo027ZtIzs7GwMDA+7du4dYLJbF0lasWJGKdZ1If3kXAGU9c+SUVGX/RypBoUx5yjUfQuKt48T6rESSkiBbp7xaGUrX64BIQRHj6vVZtWoVQUFB+Pn5oaenh4KCAjdu3KB79+40btyYKlWq/K1PHXOFkeLyecVIZGQkhoaGPH/+XFaBI5FI8F01ldntrVFVlOer99tSCQpI6FFVmdVjuuPn51fgsDFjxjB8+HCsrfMbBn9OlSpVUFJS4vz58/nMGBUUFFBXV+fjx495toeFhWFvb0/Hjh3x8PDg4cOHNGjQgA4dOrB7927q1q1LVlYW5cqVY8OGDYWKMxKJhNWrV9OoUSN69+7NmTNnviqKPHv2jBEjRrBs2TK0tLSoW7cunp6e+USR1NRUli1bRpUqVYiIiODOnTusXbv2m0QRKF5cb0GpNE+ePMHAwCCfaJKUlET79u2ZNGkSbdu2LdHaIiIiOHfuXJ4Y5Hfv3hEWFkbjxo1l2wTjVYFcHj58iKWlpezf/fv3Z+jQoSgpKfHo0SPOnz+Plo4u8tJs2ZjkB/7E+vxZ0HT5SA27SeS6frzaOJzTF4v/PiogICDwvRCEEYH/JOHh4ezatYuBAwdiZmZG9erVOXjwIJaWluzZs4e4uDh8fHyYNGkSDRo0yNeD/iuTlpbG6NGjGTFiBAcPHmT+/PnFahv42alUqRJXrlzhwoULDBo06B9JeklKSqJ06dIoKSnRuXNnfH19efjwIUZGRvTq1Yvq1auzcuVKYmJivjrXmDFjiImJkZlaxsbGUqpUKcaMGUNYWBgjRoxg7ty5WFtbs3XrVjIyMvLNsS7gmaykubikZ2UzY+8lWrRoQZkyZejWrRsnT56kRYsWrF69mtevX3Pv3j3mzp1L/fr1ZWX1kydPJjY2Fjc3NyZPnix7Sm9sbExQUFC+G2plhS+b16ZHPCbm6CIUy+mj3X5CntcUyujKnshnZ2XKfEW2bt2Kn58fp0+fLnG1TkmoV68ejx49Ij09vcj7SKVSMjMz81WMVKxYkcDAQHR0dMjMzKRu3brUqVMHd1tjPIfYYldRDWl2FioKef98qyjIISfNpnxmFMnHF9LRWgtvb2/69evH3r1784w9duwYjx8/Zvr06UVaq5mZGa9fv8be3p63b9/me/3zdprbt2/Londnz57NiRMnaNGiBX/88QczZ84kKyuL3bt3Iycnx+DBgwttzXj16hXNmjXD09OTa9euMXLkyC8KDrdv36Z79+7Y2dmhpaXF06dPuX//PmlpaXnaUjIzM1m/fj1VqlTh1q1bXLx4ke3bt2NsbFyk6/E1itpKU1jFyK1bt/KJONnZ2fTs2RNbW9siJ/YUxMaNG+nVq1cegcPX15dWrVrl+TsnRPUK5JKQkJDHM01XV5fKlStz48YNKlasSFRUFAkfE0h6dqfYc0uyMog7+Rc6naZRvsfvvAx58j2XLiAgIFAsBGFE4F+PVColLCyMrVu30qdPH4yMjKhfvz4+Pj7UqVOHY8eOERMTw9GjRxk3bhx16tT51/ZQP3r0iPr16xMdHc29e/fyPCH8N6Gtrc358+d58+YNXbp0yVf+/z2RSCSkpqbmM9s1MDBg+vTphIWFsW7dOll7R9euXTl58iTZ2V8WLipWrIiBgQHPnz+XbVNQUMDNzY3bt2+zbt06Dh06hImJCYsXLyY+Pie9JDY5g4uhMSVKegGQAg9iswkNf8uIESM4d+4cHz9+5NixY7i7uxfJDDbXl8HIyAgjIyNKlSpF165d8fHx4fXr17x584bwOwGUqZK/VSCXjLchKOmaoVa1MalPr+Z98f9vOuWk2XyMecvEiRMxMjJizJgxNG3alGvXrsk8Rf4J1NTUqFq1KnfuFP3GICMjAyUlJdkNdGpqKsnJyejo6ODh4UF4eDhVq1bNc4Ndw1CTWkm3aJ4SwPgW5nSqZUAzy/J0qmXA+Bbm+AyuxfOdU1kwfhA9e/bEysqK8+fPM23aNJnxbWJiIqNHj2bjxo1FTjKpUKECKSkpuLm5ERMTk69a6dPI3jNnztCmTRs8PDwYPHgwf/zxB8OHD8fX15fu3bsjFovp1asXpUqVQiqV8uRJ/hshqVTKli1bsLGxwdnZmUuXLhWahiGVSjl16hRNmzalc+fONGzYkJcvX7JgwQJ0dXVRUlLiyJEj7Ny5E09PT3bu3ImFhQU+Pj6cOHGCQ4cOUbVq1SJdh6JSnLjegipGbt26hY2NTZ5tU6ZMISUlhXXr1hVp7oJIT09n8+bNjBo1Ks/2z2N6s7OzefjwITVr1swzThBG/psoKirmEeAvXrzI27dv0dHRYezYsSgrK6NZ0RxJRuoXZikY8Yc3yKuVQVnfAnm1MlSs4/QdVy4gICBQPP49j4kFBP4fqVRKcHCwzCPk4sWLyMnJyRJjZsyYgbm5eYk/XP6KSKVS1q1bx7x581i2bBn9+vX715+/uro63t7e9O/fn5YtW+Lt7V3gTci3kpycjJqaWqFPskUikexn7+PHjxw4cIB58+YxZMgQ+vbty4ABAzA1Nc2335MnT4iIiMDMzIzhw4fj5eWFuro6GzZsoGXLljRt2pQBAwYwb948Zs2axdy5cxk5ciTlHXvx4fph4gOPI1JQplzzIaia1iP5gT9pr4IASHt+G1Wjmmh3moZIJCL5wVk+XjuIVJxBmUY90a7bhglbvIm+uI+OHTsCMG/ePJlJ54IFC1i3bl2+7bkoKyujqamJsbExysrKVKxYkapVq7JkyRIcHByQSqXMmzePtW8MC72u6hb2pDw6R+TaPqhXdUSkpErWhzd5xigqKtKqYR1aNJtIVlYWI0eOxMPDgzVr1iAWi1FXV6dRo0bUqVOH2rVrU6dOHUxMTP6Wn31bW1uuX7+Ovb19kcZ/7i/y5s0b9PX1mT17Nrdv32b37t1MmjSJt2/f5rnR9vb2ZubMmbR2yP8zAzBo0CDu3LlDy5YtGTFiBHv27OHKlSu0atWKqKgokpOTad26NY6ORTdGFIlEmJqaUqFCBUQiEX5+fnlaOXKFkb179zJhwgSZ/8DgwYO5desW169fp1KlSmRnZ9O/f38+fvyIt7c3RkZG3LhxI8+x3r59y+DBg3n37h0XLlygWrVqBa4pKyuLgwcPsmzZMqRSaaEJMwA6OjqMHj1aVr21a9euv1UULo4wUlDFSGBgYJ5Wl61bt+Lt7c2NGze+qXrx4MGD1KpVCwsLC9m2tLQ0Lly4wPbt22XbQkND0dPTyyeCCMLIfxNTU1MOHz4s+/f58+fx8/PL816qVNKHSVIpn/YHKiv+Ox9KCQgI/BoIwojAL49EIuHhw4cyo9RLly5RqlQpHBwcaNmyJYsWLfrbboZ+BWJiYhgwYABRUVFcu3at0Cev/0aUlJTYvXs3EydOxMHBgVOnTmFgYPBdj5GUlFTkm4UyZcowdOhQhg4dyqNHj9i2bRt2dnZYWVkxcOBAsrKyWLt2Ldu3byc6Opq5c+fy7NkzoqOjiYyM5Pbt24wdO1YWsQng4eHB4cOH0dLSYuvWrfzxxx8kBl9Fb8AaspM+8P7ATPQHrgEgNeQaOh0modVyBG82DSXz/XNE8ookBh5Fr9+fSCXZvNs2GrUqDbgXFsn2RYuIiooiPT2dYcOGMXToUD58+MCiArZ/Tm4Fi5GRkawqwN3dHXd3d9mYh7tvc9Z9CVIpqBjVkG2v8P9f6w9cJ9tWrvlgABTLGVDBqAYiUU4k8oYFu2VjPl2HVColMjKSu3fvEhQUxO7duxk/fjxJSUnUqlUrj1hiYWHxze1kdnZ2HD16tMjjP/cXCQ8PJzMzkxMnTiASibCzsyM6OhptbW1CQkKwtLQkJiaGR48e5Ymg/ZzJkydjYWHBhQsXcHV1Zffu3fTp04fLly/j5OTEixcvCA8PL/b5mZmZ8e7dOxQVFVmzZk0eYaRcuXLs2bOHy5cvc/78efT09GjVqhWlS5fmypUrlC5dGolEwrBhw4iIiODkyZOoqKhgbm7OgwcPgJzv14EDBxg3bhzDhw9nxowZBYoAycnJsoSZypUrs3Tp0gITZnLnPH36NDNnzkQikTBlyhT27NmDubl5sc+/OBTVY6SgVpr09HSePn0q8/cICAhg+vTpXL58uUQJOZ+uac2aNcyZMyfP9vPnz1O7du08cxfkLwKCMPJfpWXLlgwfPpwzZ85ga2vLwYMHWblyJUuXLpWNKaOqyAf54n/GUihnQHZyPJlRz1HXqkBE0CWwKX4Cm4CAgMD3QBBGBH45xGIx9+7dkwkhly9fRkdHB0dHRzp27Miff/5JxYoVf/QyfwrOnDlD//796d27N0eOHMkTvfhfQU5OTvYhzt7entOnT+d5YvqtJCYmlsjYs1q1aqxcuZIlS5Zw4sQJtm7dyoULF7C0tGTjxo1oa2vTpEkTmjZtym+//cacOXPw9/cnOjo6zzyTJ0+mUaNGAPzxxx+cbNmD7GpNkVfVQF5VA2V9C9IjcoQJ5QpmqFk0BEBRyxBpRioZMeGIP77nzeZhAEjFmWTFvSFDrgrm5ub89h9IFUUAAQAASURBVNtvtGrVSuZToampWeD2kjDSyYzLYbGkZRXfD+VrUbQikSjH5LViRVxcXGTbY2JiuHfvHnfv3sXX15cFCxbw5s0bqlWrJhNLateuTfXq1YvcagI5wsjkyZOLXC2Qnp4ui/jOzs5m/vz5ZGRksGrVKkaPHk1YWBg1a9bEwsKC8+fPY2lpycmTJ2nWrNkXzZ+1tLQYO3YsS5cuZf/+/TRv3pyGDRtSqVIlpFIp5ubmDBw4kAMHDqCmplbk8zMzMyMiIoKsrCyCgoIICQnBwsICiURCcHAw796949atW6SlpWFra0uHDh1YunQp8vLySKVSxo4dy+PHjzl9+rTsuJ+m1YwcOZLHjx/j6+tLvXr18h0/OjqatWvX4uHhgZOTU6EJM7lcvnyZGTNmEBMTw4IFC+jcuTNycnLIy8vTpUsXzp8//7e9HxYnrvfzKrZ79+5haWmJqqoqz549kxkef6uYc/PmTT58+ECbNm3ybM+N6f18DZ/7i4AgjPxX0dDQ4OTJkwwePJioqCiGDBkie+/KxUhLjZdJxZ9bTkkFrTajiT4yHzlFFRrXsfpOqxYQEBAoPoIwIvDTk5mZyZ07d2RtMdeuXaNixYo4OjrSs2dPNmzY8M0pAv82MjIymD59OgcPHmT37t00bdr0Ry/phyISiZg6dSo6Ojo4OTnh7e2dr4e/pOQar5YUJSUlunTpQpcuXZgwYQK3b9+mR48eqKmpUbZsWU6ePMmZM2eYMWMGnTt3lkUm5vJ5lKGKkgJkfrJBJIL/tzlV0KxQwAqkqFdrilarkQBI0pMRKShRRk2ZwMBAAgIC8PX1ZebMmTx8+BAlJaVCtxeXmhU1meFsWeRYYdmKxRkMqK9faBTtl9DR0aFFixa0aNFCti0xMZH79+8TFBTE9evXWbduHWFhYZiZmeURS2rVqlXojaGJiQlisZiIiIivpqbA/ypGMjMz6d27N2/evKFPnz4EBwdTv3597ty5Q926dbGxseHEiROMGDECb2/vfDexBTFu3DjMzMyYMmUKs2bNokePHrRr1w4TExO8vLwYMGAALVu25MSJE0VuLzMzM+PatWtkZ2czaNAg1q5dy4oVKxgwYABxcXH06dNHdiO/aNEiBg0aBORUKuTGNJ87dy7P70r9+vVZvXo11atXp0+fPuzevTufGPX8+XNWrFjBgQMHcHV1/WrV2927d5k5cybBwcHMnTuXXr165akGmjt3Lg8fPmTkyJFs2rTpb6kk/JZWmsDAQGxsbIiPj6ddu3bMmzePZs2affOa1qxZw4gRI/L4Z0mlUk6cOMGFCxfyjA0KCirQ4FUQRv672NjYcO/evTzbAgICZF8f2LubIbtvczb4PVIplKrRnFI1muebR8WohqwiMBc1i4aoWzaklZUuG9zziqLGxsZERUV9t/MQEBAQ+BKC+arAT0d6ejoXL15kwYIFNG/eHC0tLUaMGCF7UvHs2TMePXrEunXrcHV1FUSRz3j69Cm2tra8ePGCe/fu/edFkU8ZOHAgGzdupG3btpw9e/a7zPk9bxY0NDRo2LAhYWFhzJ07l7CwMJYuXUpycjKKiors37//q3M0btKc1CcBZKclkRkTTsbbp6hU/P9IVlH+t3yVSjVIe34bcVIckvRk3m4bg+jjW8qKY3FwcMDe3p5Fixbx9u1bPnz4QGhoaIHbS4q7rTEznKsWKYpWJAJVRXk6VBSzckQn7t69W+LjfoqGhgaNGzdmzJgxbN++nfv37/Phwwe2bduGvb09ISEhTJ48GT09PapUqYKrqytLlizh9OnTsgqe3PaXosb2pqWlyVKM0tLSaNKkCaampty8eZMGDRrIhJEmTZpw4cIFUlNT8ff3x9nZ+atzly5dWiaKjB49mlKlSrFkyRLWrVuHkpISu3bton79+jg4OPDmzZuvzgc5wsjz589RU1OjT58+7Nmzh1atWpGUlMTYsWO5ffs2bm5uHDhwQCaKQI4QcerUKc6cOZNHBEhISGDfvn1kZ2czbdo0li9fnkcUyU2YadCgAeXKlSM4OBgPD49CRZGnT5/SvXt32rVrR9u2bXn69Cl9+/bN1yIlJyfHrl27uHHjhswn53tTlFYaqVRaYCvNrVu3qFOnDt26daN169YFtqkVl6ioKE6ePMmAAQPybL979y6lSpXKU40ilUoJCgoSKkYEis1IJzNUFErmEfK1CkABAQGBfwJBGBH44aSkpODv78/s2bNxdHREW1ubSZMmkZiYyLhx43j9+jVBQUGsWrWKTp06FSkV47+IVCpl06ZNNGrUiGHDhuHl5YWWltaPXtZPR4cOHThy5Aju7u4cOHDgm+f71oqRz1m9ejU6OjqMHDlSlgoTFxdHly5d2LRpE2/fvuX+/fuF7j9rqBsaNZrxbtsoYrwWou08Dnn1wqsClMobU8a+B1G7f+PtlhFo1G2Hsm5lRro0pmnTppiammJmZsaoUaOoUKEC5ubmBW7/FnKjaFtZ6aKsIFdgFK2yghytrHTxHGLLmjHdWb9+PW3atOHatWvfdOzCUFFRoV69egwePJj169dz48YNWTpP+/btiYmJYcmSJZibm2NoaEiHDv/H3l2HZZF2Dxz/PpSUiDQKgo2KiICKBZgotrImdnd3r7Gua2O3LmIXdmMrCCg2grSghEjnM78/+Pm8srTr6sZ8ruu93nXmnpl7BkTmPOc+pzPJycm4ubkRFhaGUExboLi4OEJCQtDQ0OD48eNERUXJWvV+mTFibGxM+fLl2bdvH3Xr1i3xz7/Ro0fj4+ODl5cXmZmZlClThjdv3gC5wYHVq1fj4uIiC/wUp3r16gQGBqKqqkpWVhYSiYSMjAyOHDnC9evX8fb25vbt23nqn6xYsYIjR45w5cqVPD+Lrl69ioWFBYaGhsjJyclaan+uCdKqVas8HWaWLl2Kvr5+gfMKCQlh8ODB2NnZYWNjQ2BgIGPHji1yuVHZsmXx8PBg6dKlXLt2rUTPszRKspQmPT0dOTm5fBky3t7eXLt2DSUlJVavXv1N5rNt2zZ69uyZLzvoj91oILcIsLy8fIEfOIiBEVFRPmcAqiiW7tVCRVGOuU5mX5UBKBKJRN+SRCjutzeR6BtLTEzk7t27shoh/v7+1KtXT9a5o0mTJt/0RfO/IC4ujuHDh/P27VsOHjz4zdtP/hs9ffqU9u3bM2PGDCZMmPDV59m/fz9Xr15l//7933B2BXv69Cm7d+/Gzc0Nc3Nzhg4dSo8ePfKt9/4ypbm0JBIKTGn+XuKSMzjmG8GrqCQS07PQUFbEzLAszlZGaKvnfdm9ePEiAwYM4NChQz8sM0oQBIKDg/Hz8+P06dN4eHigoqJCZmZmnmU4VlZWVK9eHTk5OeLj42nWrBkJCQmEh4cjLy9PvXr1cHV1xcnJidDQUCpVqsSnT59QUFBg5MiRPH/+nM6dOzNjxowSz2379u2sX78eVVVVlixZwrBhw/Dz88sTXNm9ezdz584tdnmZVCpFXV0dTU1NFBUVadmyJbdu3aJ27dqEhYWhra3N9evXZePXrVvHxo0buXnzpqzgcUpKCjNmzODMmTPs3LmTtm3bUqFCBRo1aoSzszMrV65EKpUyY8YMevfuXWQHlujoaJYtW4a7uztjx45l6tSplCtXrsTPBuDGjRv06dOHu3fvFtgZ6mudOnWKPXv2cPr06ULHvHv3Dmtr6zxtpT99+oSenh7VqlXj/v373yQIkZmZiampKZcuXaJu3bp59llbW7NmzZo8HYrOnDnDxo0buXTpUr5z9enTh06dOtG3b98/PS/Rv5fbgxCWnX9FenZOkf8GSSS5mSJzncxwsTX9bvMTiUSiwogZI6K/3MePH/Hw8GDq1Kk0aNCAChUqsHLlSsqUKcPSpUv58OEDd+/eZfny5bJOBqKSu3HjBpaWlpiamvLw4UMxKFJCdevW5c6dO2zcuJF58+YV+wl/Yb62+OrXqFu3LmvXriUiIoKxY8dy4MABKlasyOjRo3n06JHsHv7JKc3a6mUYaVeVtb0s2TWwAWt7WTLSrmq+oAhAu3btOHr0KL179+bs2bM/YLa5S2iqVKlCjx492LJlC1lZWQQHB/Ps2TMmT55MuXLlOHbsGO3bt6dcuXI0atSIGjVqoKysTOXKlcnJyS08Gx4eTlxcHJaWljx79gwLCwvZMhAHBwd8fHzyfbpfHCcnJ16/fs3w4cNp164dffv2ZejQoXm+14cMGcK2bdtwcnLi8uXLhZ5LTk6OChUq8OHDBwYNGsSiRYuIiooiMzOTLVu2kJiYKBu7bds21q1bx7Vr12RBkTt37lCvXj1SUlLw9/enbdu2pKSkoK6uztmzZ9m5cycrVqzA39+f/v37FxoUiY+PZ9asWdSpUwdFRUVevnzJzz//XOqgCECLFi1YsGABnTt3zjP/P6skS2kKKry6efNmBEHg7Nmz3ywz48SJE9SsWTNfUCQyMpKQkJB87aULK7wKYsaIqGRKmwEoBkVEItHfhVh8VfTNxcTEcOvWLVmx1ODgYGxtbbGzs2PNmjU0bNiwyDRnUclkZWWxYMEC9u3bx+7du2nXrt2PntI/jqmpKXfu3MHJyYkPHz6wefPmUrdt/dZLaUqiTJkyODs74+zsTHh4OPv27aNnz56oq6szdOhQ+vXr91VFTcnOQDHgGoFeqdQx7JKnUOPflb29PWfPnqVz585s2LCBnj17/rC5qKmpYWZmhq+vL02aNMHQ0DBPTZCnT5/i5OSEtbU1aWlpPH78GE1NTWrWrEliYiJ79uzB2NiYe/fu5enMoqurS2ZmZqlbbc+YMYP27duzZ88ehg8fztKlS2natCmbNm1i3LhxsnGdO3fmxIkT9OjRg/Xr19OnT5985zpx/grx+tYYWPXmvmI99kzfiY3LLKTv/NDX15fVmdm3bx9LlizB09MTExMT0tPTmT9/Pm5ubmzZsoWuXbvy4cMHFixYwJYtW9DW1kYikXD9+vUil58kJSWxfv161q1bR48ePXjy5AlGRkaleh4FGT16NP7+/ri4uHDq1KkStdktTkmW0vyx8Orz589ZtmwZ3bp1o3Llyn96Dp+5uroyderUfNvPnj1Lu3bt8v288/PzK/TvkBgYEZWUhZEmW11sSpUBKBKJRD+amDEi+tPevXvHoUOHGD16NLVr16Z69ers3r0bIyMjtm3bRlxcHJcvX2bevHk0b95cDIp8A4GBgTRt2hR/f38eP34sBkX+BD09PW7cuEFwcDA//fQT6enppTo+KSnph74sGBsbM2/ePAIDA1m/fj3e3t5Uq1YNjzUz6GoqoKwoV+Kipj93q8/Cvi359ddfqVWrFtu2bSMtLe373Mif0LBhQy5fvszkyZPZs2fPD51LYQVYAwMD6dSpE5MnT+bSpUuMHDmSjh07Ehsby6xZs9DS0sLf3x8vLy/mz5/P8ePH6devH6tWrcLNzY1y5crl6wpRlAsXLvDw4UMOHjxISkoKZ8+eRUlJCXd3dxYvXoy/v3+e8c2bN+fatWtMnz6dDRs2yLY/CU/A6ZdTTL6RTLlmfVGo2piAlDLIVbXlg34DAmoNYPa5tyTIl+Pw4cPMnj2bK1euUK1aNVmdlODgYPz9/albty5jxozBzMyMDx8+cO/ePVasWAHA+/fvC7yP9PR01q1bR/Xq1Xn58iUPHjxg27Zt3yQoArkZPxs2bCAhIYEFCxZ8k3OWpCvNl4VXY2Ji6NSpE7Vq1aJr167fZA6QW1w1PDy8wE5GBbXpBTFjRPRtlSYDUCQSiX40MWNEVGqhoaF5MkLi4+Np3rw59vb2DBs2DEtLy3/EJ83/RIIgsH//fqZNm8aCBQsYN27cX9Ju8r+mbNmynD17loEDB+Lo6Mjp06fzdYsoTGJi4t+iM5KcnBwtWrSgRYsWJCQkcPDgQXZvWUhKphKmHUbyXl4HOYmE9Oz/ZZAoK8ghAC1q6jLGodr/F7+rTPfu3bl9+za//fYbCxculBWC/TsX87WwsODGjRu0adOGlJSUPBkR31Pjxo05efJknm3Pnj3D0dGRhQsXMmLECCD3hV9FRQVVVVW0tbUxNzfn9evX3LhxA0dHR5YvX05ycjK+vr4cP36ctLQ02rRpQ4sWLWQ1S+rXr4+hoWG+nwHJycmMHj2aHTt2oK6uzpIlS5g7dy4dOnSgevXqrFq1ij59+uDt7Y2qqqrsuM/LyxwdHXn//j1mHYez2OMpWVJ5JP//vfKl9GwpEgUlvN6lo95lHlM2H+HixYtUq1aNRYsWsXnzZtatW0eNGjUYN24c165dY9SoUbx8+VJWTFVOTg45OTlevHiRp4hvVlYWe/fu5eeff8ba2porV67kWw7yrSgpKXH8+HEaNmxI3bp16dWr1586X0kCI5+X0mRkZNCtWzd69+6Nm5vbN2sjDrnZIqNHj86XFZKSksKtW7c4cOBAvjl9+PCBatUKXkonBkZEIpFI9G8mBkb+hmKTMzjmE8Gr6EQS07PRUFbAzECDn6y/f+qhIAgEBQXJCqXevHmTtLQ07OzssLe3Z8KECZibm3+T9GNR0RISEhg1ahTPnj3j+vXrf9lLwn9VmTJlcHd3Z+LEidjb23Px4sUSBTx+dMZIQTQ1NRk9ejSjR4/myZMn7N69G/cTZzC2c8bMwhZN3QqUV1MuNKVZIpFgZ2eHnZ0dL168YPXq1VSvXp1+/foxZcqUb5rq/y3VqFGDmzdv0rp1a5KTk5k1a9Z3n0Pjxo2ZMWOG7OX40aNHdOzYkbVr1+ZZopKeni7rSBIeHo62tjaZmZloaWkRGRlJ165dUVBQoE2bNhw4cIBdu3axceNGevXqha+vL+vXr8fX1xd5efl8RV43bdqEnZ0dbdq0AXKXyixfvpzDhw/Tp08fBgwYwKVLl5g6dSpbtmzJM//Py8taDF/AgUw/UFAqqMtzXhI55BSVUW42gItBKQwebIuenh7r1q1j165dvHnzhsmTJ7Nz5858y84+11l59OgRLVu2RCqVcvjwYRYsWICJiQnHjh2jUaNGf/4LUwxdXV1OnTpF69atqV69OlZWVl99rpLWGClXrhwjRoxAX1+fcePGsXXr1m9WBDYmJoaTJ08SGBiYb9/Vq1dp0KBBvrosjx8/xsLCotAPNsTAiEgkEon+zcTAyN/Ik/AENnkGcjMgBoCMPJ/sRrP2agAONXUZY1+Nesaaf8kcBEHg1atXeQIhgKxjzKxZszAzMxOzFL6zO3fu4OLiQseOHfH29s7XhUT0bcjJybFhwwaWLVtG06ZNuXTpUrF1Hb5n8dWvUa9ePdavX8/KlSs5ffo0u3dv54y3N7169cJm6FC01KoUeXzt2rXZtWsXS5cuZcOGDTRo0IBWrVoxffr0PHUw/i5MTU25desWbdq0ITk5mSVLlnzXn1eVK1cmOzub8PBwQkJCcHZ2ZufOnfmWLaSlpckCIxEREUilUho2bCh7Of38Kf/nWhCtW7dm2LBhdO/eXZbRIAgCERER+Pn54evri5ubG+PHj+fDhw80btyYyZMny4IlS5YsYezYsTg7O6OoqMiWLVuoX78+NWrUYPv27Tg4OMjmFpYiIbVmO5Ar3a8ImVLYdDeKRg1bEnD/Cr/88kuxHWY+F3W9d+8eHh4ezJs3D1VVVbZt2/bdOw3Vq1ePrVu30q1bN7y8vAptEVycktQY+fjxIy9fviQxMZFbt25x/fp1bGxsvtn36s6dO+nWrRs6Ojr59hXUpheKXkYjCMLf/medSCQSiUR/hhgY+Zsorr3Z5/T3yy/ecysg9pu1N5NKpTx79ky2LObWrVuoqqpib29P69atWbJkCVWqVBEDIT9IdnY2S5cuZevWrezYsaPUXSlEpSeRSJg3bx56enqywp5//PT4y6yu1/otOBymzIebQT8kq6ukypQpQ8+ePenZsydhYWHs27cPZ2dnNDQ0ZAVbi1oqY2hoyC+//MKcOXPYuXMn3bt3p1q1akyfPp127dr9rX5GVKhQgZs3b9K2bVuSk5NZu3btd5ufRCLB1taWLVu2sHPnTg4ePEjr1q3zjftjxkhycjJNmzaV1eX4zMPDgwEDBqClpUW1atXw9vamSZMmsmsZGxtjbGxM586dyc7OpmHDhsybN4+aNWvi6+vL+fPnWbp0KZGRkSgoKNC6dWv69u2LlZUVe/bsoXXr1sTExMiul5yczMBf3ZGW+8qsIHlFnuVUYPUvv+T7vpBIJAV2f9LV1eXixYu8ffuWZcuW0bFjxx/2/dSjRw+ePn1K9+7duX79+lfVxCrJUhpvb298fX158eIFampqeHt707Bhw6+ddh7Z2dls2bKFU6dO5dsnlUo5d+4cs2fPzrfPz8+PZs2aFXjO9PR05OXlxRphIpFIJPrXEtc//A3kBkVekpZVdM93AEGAtKwclp1/iduDkFJfKzs7Gx8fH9asWUOXLl3Q0dHB2dmZJ0+e0KVLF7y9vQkJCWHfvn0MGTKEqlWr/q1eeP5LgoODsbe35969e/j5+YlBke9sxIgRbNy4kXbt2nHt2jUgN6trxO+PaPrrddZeDeDU43eklq/Kw/cC664G0OTX64x0e8ST8IQfO/liVKpUifnz5xMUFMTatWt5+PAhVatWpVevXly+fFnWQrYgZcuWZfLkyQQFBTFkyBBmzZqFhYUF+/btIzMz8zveRdF0dHS4fv063t7eDB8+vMh7+tbKli3Lhg0bOH36dIFBEfhfjRHIDYxER0fTsGHDPIGRlJQUbt++LSuu3KJFC65fv17oddetW4e2tjZjx46lTZs2zJw5k0OHDhEQEEB0dDQrV67E39+fu3fvMmzYMFngYuTIkaxZs4bTp0/TrHV7UsuZUvz6mYJJ5OTI0TejYfOWxf7b8fDhQ1q3bs3bt2+RSqWyn3M/+t+cBQsWYGBgwJgxY76qjXdxS2n8/Py4dOkS48ePl7Uz9vLy+mb1RTw8PDA2Ni5wOdCjR48oX758gUt2xMKrIpFIJPovEwMjhfDz86NOnToYGBgwd+7cv+w6T8ITWHb+VelaagJpWVKWnX+Ff0RCnu0hISHIycmhqalJ1apV2bx5Mw8ePODXX3/FyckJHR0dBgwYwJs3b+jTpw/Pnj3jzZs3bNy4kf79+2NiYvIN7070tQ4ePEjDhg3p3r17iWtdiL697t27c+TIEfr06cPkzSfoveMBV16+JyNbmmepG+RmdWVkS7n84j29dzz4qsDl9yYnJ0fLli05cOCALBA3e/ZsKleuzMKFCwkODi70WEVFRVxcXHj8+DGrV6/Gzc2NKlWq8Ntvv/Hp06fveBeF09TU5NKlSwQHB9OvXz+ysrL+8mvu37+fCxcuUKVKFVlmR0H+mDESFBREgwYN8gRGrly5QsOGDWW1IFq2bMmNGzcKPF9wcDArVqxg69atBQYWypYty8iRI7Gzs8PKyoonT57w8eNHatSogZqaGitXrqRr1674+/mQ6J8bCEx+eo24ixtl5/hwbAlpwb65+/yvELl1OBEbB5D0+KJsTPSBWSS/vEOr9h1lS2GmTZsmW9Kho6ODqakpXbp04aeffqJ3797s27cPQRCIi4sr2UP+i8nJybFv3z4ePXqEq6trqY8vainNu3fv6NKlC5aWlrIghCAIeHt7f7PAiKurK+PHjy9wX2HLaDIyMggICMDc3LzA48TAiEgkEon+7cTASAGys7Nxdnbm559/JjQ0lKtXr3L58uVveg0HBwc8PT3Z5BlIevbXfZKZnp3DZs+8hdUyMjIoX74806ZNQ0tLi7Fjx9K3b1/evXvH0KFDefPmDc+fP2fLli307t2bChUqfIvbEX0jSUlJDBw4kMWLF8uKI4qFbX8sBwcHJm8+wYlgvktW149Svnx5xowZg4+PDx4eHnz8+JEGDRrQunVr3N3dC23bK5FIaNu2LVeuXOHMmTP4+flRpUoVpk+fTkRExHe+i/zU1dU5d+4cKSkp9OjRo9TtmEtj8+bNzJ07l8uXL/P27dsir/VlYCQ0NBQ9PT2UlJQIDw+ndu3aQP6Wqs2bN+fhw4f5zisIAqNHj2b69OnFFu9csmQJK1asICkpCWVlZdTV1enVqxfv379nzJgxWA5YwMdb+wFQrd6I9NAnudfIySLzw1uUTeqRGRNKotdJDAetxXCIK5/uuJOT8lF2jQ/X91LJtoOsO8+qVauIjY0FwNHRkfT0dFq0aEFAQADDhg2jfv36SCQSnj9/XqLn/D2oq6tz+vRpfvnlF65cuVKqYwtbSpOamkqXLl0YOXIkampqss5XwcHBqKiofJN/j58+fUpAQAA9evQocH9hgZHnz59TrVo12ffkH4mBEZFIJBL924lvXAW4e/cuysrK9OjRgzJlytCtWzdZKv239Cktk5sBMcW+aBVGEOD6qxhOXbjKggULcHBwoH79+iQmJpKQkMD8+fOZMWMGDRs2ZP369fTo0QNdXd1vexOib+bhw4dYWlpSpkwZfHx8/lRXhH+LRYsWIZFIiImJQRAE1NXVGTRoEAB79+6V/feXCtte0LgyZcqgo6NDxYoVWb58eYHjnoQnsN8/GYlC6dbWf87q+nXTrkI/vS2N8PDw7/Y9YWlpyYYNG4iIiGD48OHs27cPIyMjxo4di6+vb6HH1a9fH3d3d3x8fMjKysLCwoJBgwbx7Nmz7zLvwigrK3PixAlUVFTo2LEjKSkp3/wav/76K6tXr+bWrVtYW1tjZmZW5LP6XHw1KSmJzMxMGjdujJ+fH3Xr1kVBQYGcnBzOnj2b5yVWQ0MDc3NzHjx4kOdcBw8eJDo6milTphQ7TyUlJWrVqsX69euB3BfenTt30qdPH7Zv387r87uRpiQAIKesjkL5CmTGhpEe/hxlk3pI5ORJD/Un+9N7IneM4t2usUiz0smKi5RdQ92iDbrmTWWZLuHh4bI2xbVr1yYwMJBJkybJXsIrVqyIRCLh4cOHJXjS34+pqSmHDh3CxcWlwO4uhSloKY1UKmXQoEGYmZkxZ84cPn78KAuMfMtskY0bNzJy5MgCi92GhoYSGRlJ48aN8+3z8/PD0tKy0POKgRGRSCQS/duJgZECPH36FDMzM9mfBw8ezMiRI3Fzc8PU1BQTExP27t0LgKenZ55q/oMGDWLv3r2EhIRgamrKmjVr0NXVxcLCgujoaE6ePImOjg53796l9089CFzdm6y4cACy4iOJdptJuKsLMSeWI83K/VQwI/IV73aOIXxdHz4cW4KQnSnbHrx1BM5dO3Hw4EGmTJnCw4cP0dbWZtWqVXTu3JkmTZrw6tUrAN68eYOdnR0GBgb06NGD1NTUIp/D27dvsbe3R1dXFxcXl7/kZUIEOTk5LF++nM6dO7Ny5Uq2b9+Ompraj57W38qLFy8IDQ395t+D3bp1IzY2lufPn7Njxw6ePn2ab0xJs7pCV3TMty09O4fgcvVKlY7/OZvsj4yNjYt80f4rKCsr06tXLy5duoSvry/6+vp0796d+vXr4+rqSnx8fIHHmZqasm7dOgIDA6lRowZt2rTBycmJGzdufFXNhm9BUVERd3d3KlWqhKOj4zdb7iMIAnPnzmXfvn3cunVL1sq4cePG3L9/v9DjPmeMREREoKKikq++iJeXF3p6evlaI/+xzkhcXBxTp05lx44dhXZ++dKzZ89QVFSUtdINCAhg/PjxHDt2DAMDA6q27Z9nvFrNpqQFPSIt6BFqZk0/3zVq5i0xHu+G8Xg3jEbvpkyFGrJjylSoiYayIjExMUyZMgVLS0tZYd+5c+eirq6e5xoSiYSKFSsW+bx+FHt7exYvXkznzp1JTEws0TEFLaVZtGgRkZGR7NixA4lEQkJCAuXLlwe+XX2Rjx8/cuTIEVkQ6o/Onj2Lk5NTge14i6ovAmJgRCQSiUT/fmJgpAAJCQl5fnHT19cnMzOTmTNncvPmTe7cucP8+fMLfIn6UlRUFJGRkURFRVGxYkXc3d1lL2JNmzalw5Q1GE90R1HbGIDYs2so16QnRuN+R6KkQrJf7rrtT/ePUNaqI0YT3FDUNiIjOlC2XcO6M2P33qF79+5oa2vna6Wnrq5OcnIyAP3792fu3LlERUVRtmxZtm3bVuT8BwwYQO/evYmOjkZBQYGff/65dA9SVKzw8HBatWrFlStXePToUaHpz/9lVatW5fnz5zx//rzYZQJfS1NTk3r16vHixYs822OTM/50VteN1zHEJWd8g1n+WCYmJixYsIC3b9/y22+/cf/+fapUqULv3r25cuUKUmn+OklaWlrMmTOH4OBgunXrxujRo2nQoAGHDx8mOzv7u9+DvLw8O3fuxMrKipYtW8qWd3wtqVTKxIkTuXDhAjdv3pQV0gSwtbUtNjCioqJCeHi4rFXvl4GRwpY8/LHOyLRp0+jVq1eJX6zr1avHy5cvqVy5MhMmTEBNTY21a9dSt25dXr58yTuvi3nGq9RoTHrIYzLfvULZ1BIA5UoWpAU9IjspDml6Mu92TyAr7n/LpuQQCH1yDzMzM7Kysnj27Bm//PIL2traBAcHk5WVRUJCQp7r1K5dO9/fv7+LUaNG4eDgQN++fUtUxPePS2nc3d35/fffOXnypCxLJiEh4ZtnjOzevRsnJycMDAwK3F/Y9xSIGSMikUgkEomBkQIoKiqSkfG/F5mbN29y+PBhOnXqhImJCcbGxnTv3r3AuiNffhoqCAJLlixBQUGBhg0b5vu0KSXzf79gSTNSyXwXQOy5tURs7E9akDdZ8bm/aJYxrkPyk0sk+Z1H3dIRZaPaebZ7nT/E8OHDadq0KX+UkpKCuro6SUlJeHl5MXDgQAwNDTl79qwsk6QgSUlJ+Pr6MmrUKOTl5Zk4cSLnz58v4RMUlcSxY8ewtrbG0dGRq1evYmxs/KOn9Ldkbm4uC4wUVhiwOOfPn6d27doYGhqyaNGifPujoqLw8vKibt26APz8888YGhpSvbLJ/wpR+l8l2m0G73aPJ9zVRVZw8uP1XYSv7wtA+Pq+RG4fmefciU+u0PGnvnm2nTlzhqpVq6Ktrc3w4cMRBCFPNtnnjlFf/h39nIX2JQcHB1xdXalbty5aWlocPHgwd67JyfTv358KFSpgY2NDQEDAVz23gsjJycnqjrx9+5bmzZszc+ZMKleuzKJFiwgJCcl3jLKyMsOHD+fFixfMnz8fV1dXatSowcaNG797JpqcnBzr16/H0dERe3t7oqKivuo8OTk5DB06FF9fX27cuJFvmWLjxo3zLXn50ueMkaCgINLS0rC0tMwTGPHw8MhTX+Szpk2b4ufnR0pKCtevX+f69essWbKkxPOuVq0aNWrUwM/Pj7S0NKRSKZs2bSIpKQl9fX2SQ/yRKCqTFZ+7NEZepSxIJCiUr4BEPjcjRUnPlHJN+xD9+zTe7RyDhnVHlPSr5Hk2KtFP8PHxwdXVVVY8euXKlTRt2hQDA4N8Hyw0btz4b1GTpjDr168nJSWFefPmFTv2y8DI/fv3mTRpEh4eHujp6QG5AbXExETKlStHdnY2fn5+2NjY/Kn55eTksHnz5kKX7SUlJXHv3j3atm2bb59UKuXJkydiYEQkEolE/2liYKQAVatWJSgoSPbn69evs27dujxjJBJJgSnhkZH/W2dtYGCAqqqqbPwfqSnlTWeVKCj9LzV57D40HQYBUK5RD7Q7TAKplPcH55IW8jjP9jJyElq1alVgHZSnT59ibm6OIAgoKysTHR1NdHQ0kZGRrFixoiSPo8j7FZVeSkoKw4YNY9asWZw5c4bZs2cXmNosylWzZk1evnzJ8+fPqVWrVqmPj4mJYfz48Vy6dImgoCCOHDmCn58fAKdPn8bAwAAjIyMcHR2pXbs2YWFheHp6EhAQQPfFe/lwbZfsXJkxIeh1n4fhgDUk3NxPdmIM5VsOxXiiOwDGE92pOCJvJlZWjsCn1LzdUObOncvGjRuJiooiJyeHoKCgPNlkp0+fJjY2Ns+SvsLs2LGDq1evsmnTJn755Rcgt8CmsbExkZGRjB07lunTp5f6uZXE5wLPvr6+nDp1iri4OGxsbGjTpg0HDx7MVyRUTk6OLl26cOfOHQ4cOMD169epXLkyCxYs4MOHD3/JHAsikUhYvnw5Li4u2NnZERoaWqrjMzMz6dOnDxEREVy6dElWS+NLVapUITMzk/Dw8ALP8bnGyKNHj9DV1SU7O5uwsDBq167N27dviY2NpWHDhvmOU1VVxcrKimvXrjFy5Eg2bdqUL1OwMFlZWQwePJjk5GTGjRtH2bJlsbCwYM+ePSQmJjJp0iRePX+K1Zh1KGj+rxOWfs/F6HTMW7+kbL22GI3Zg9G4/Wg06i7bbtB3OWrKigzo1T1fIG/IkCG8e/eOuLg4mjdvnmdfkyZNyMrKIiYmpkT38r0pKipy9OhRDh8+LAtAFuZzjZHQ0FB69OjBnj17ZEFXyA1SqKmpIS8vz8uXLzE0NJQtq/laFy5cQEtLi0aNGhW4/8qVK9ja2hYY3AgKCkJbWxstLa1Czy8GRkQikUj0bycGRgrQtm1bQkJCuHz5MomJiRw5coTly5dz9uxZwsLCiIyM5MSJEzg6OqKhoUF4eDiCIPD48WNu3rwpO09R3UR0dHRQzYynjIIcOamfkCujiqJOJZKf5gY3Pt7Yzae7ub98vT84F2laEhoNuqBcqS6ZUW9k2xUyk+kzdCQODg54e3vnuYaXlxcbN25k2LBhaGhoUKdOHfbt2wfAjBkzivyUsWzZstSvX58dO3YglUrZsGEDTk5OX/dARTK+vr5YWVnJPiUs7JdY0f+oqKiQmprKmzdvvmopzYMHD4iMjKRBgwZUqVKFqKgoWfeLLl26EB0dTVRUFI8fP+bAgQNUqlSJ9evXs3btWs5vnCcrRAmgbFIPBU19FMrpUaZCTTKjS1aQMfMPNUqaN2/OqlWr2LdvH0uWLKFatWqlvq/Pxo8fj76+Pra2trKstKtXr7J9+3YMDQ2ZNWsWb968+erzl9TnuiMREREMHTqUPXv2YGRkxPjx42WBqC81btyYEydOcOfOHT58+EDNmjUZNWrUd5nrZ7Nnz2bChAnY2dmVOKsmLS2Nrl27kpmZyZkzZwqtBySRSIqsM/I5Y+T58+fUqFGDx48fY25ujqKiImfOnKFDhw6F/hvSokULfvnlF6ysrOjYMX9tm4KkpKTQpUsX2VLK48ePo6ioiJeXFz/99BNhYWHMnDmT4cOH8/TwaoSczBKd94/KKMozpFEFNmzYUKrjPmeD/Z060/yRjo4Op06dYsKECTx69KjQcVKplOzsbDp16sT06dPp0KFDnv1/ReHVzy16C2sT/GeW0YAYGBGJRCLRv58YGCmAhoYG58+fZ8aMGdSoUYOffvqJ0aNHs2LFCuzs7GjSpAk///wzdevWpX79+lhYWNCoUSPWrFlDt27dSnSNWbNmce/4LgJX9STZP7cVoE6nqSQ/uUT4+r5kJ0Sh2bQPAOWa9CLu8mbC1/UhOyEatbqtZNvfX9jM7K4NCQoKYuDAgQB8+PABTU1NBgwYwNq1a2XFYd3c3NixYwe6uroEBgayYMEC2Xw0NTVRVlZGWVlZlsr9+++/4+bmJquxsnDhwm/yfP+LpFIpq1atwtHRkUWLFrF3794Sf8oryn0hSUxMREFBodTHCoJAixYtZNlSYWFh+f6e6unp0aZNG+7du8edO7k1e6pXr06H8cv+eLIv/lMKkpL9CI0MD6Vu3boMHDiQDRs20KdPH+bOnUtsbCw2Nja8fPmy1Pf12edg0ZcvRIIgcO7cOdk9f1mT4q+mrKxM7969uXz5Mo8ePUJbW5uuXbtiZWXFxo0b+fjxY57xNWrUYOvWrbx69QpdXV2aNGlCjx49ilyG8i2NHz+ehQsX0qJFi2LrRiUlJdG+fXu0tLQ4evRooa1NPysuMKKiokJoaChWVlYlWkbzmYmJCY8ePZJ1lilObGwsLVq0IDExkQcPHnDnzh169OjB3bt3mT17No8ePcLT05MKFSpw7do1WltVZ0abagjZpauNI81MJ+3uARwb1MLb27tUQS5dXV2UlJS4e/duqa75vVlYWLB9+3a6detW6DKsnJwcbty4ga2tLZMmTcq3/4/1RQrKDCqN169f8/jxY3r16lXofM6dO1doYKS4wqsgBkZEIpFI9O9X+reM/4gGDRrw+PHjPNtcXFxwcXHJs00ikXDy5MkCz/HlWvs/1jWwsbEh8E0AI35/xJWX7xEEUNQ2wsBlZb7zKJtYUHH41nzbVUwt6LruBFtd8q5NLqgIIuQuSbhz506+7YUtkalSpQq3bt0qcJ+o5N69e8fAgQNJTU3F29s7X3q5qHi1a9cu9iW0MLa2trL6FlWqVKFVq1b56gQkJCRw/fp1BgwYwIMHD7CysqJXr16cnJg3GJge+oSshGgkSMiMeoNS+/9lsMipaJCVEI1CWR2ErHTklHMLOCvKS6hXqwabf5mHj48Pvr6+zJw5E8jt3iIIAr/88gvDhg3D0tISHR0dgoODcXBwICYmptgW2wVlFbRq1YodO3ZgY2PD6dOnWbp06XfvaAO597do0SIWLFjAtWvX2L17N/PmzaN9+/YMHTqUli1byuavr6/PkiVLmDVrFrt376ZPnz4YGRkxffp0OnbsWGQG3p81ZMgQ1NTUaNOmDWfPni2w3kN8fDzt27enfv36bN68uUTzady4sexr/UefM0bi4uKws7Pj+PHjODg4kJCQgLe3N61bty7wuJycHLZu3Yq8vDwqKirFzuH+/ft07NiR9PR0srOz6dKlC3v37pUt8xw7diwmJibs27cPBQUFtm/fzrBhwwCIiIjA/WU68oplECg4EwFAkEpRUpAQfWMXzfQFOnToQKtWrdi0aVO+ZahFMTIy+m4BsT+jW7duPH36lO7du+Pp6UmZMnlbeR8/fpycnBw2bdpUYAbHlx1pvL296d+/f74xpbFx40aGDx+ebx6fPXz4EAMDg0L/7fHz82PUqFFFXkMMjIhEIpHo307MGPnBxjpUQ1nh6+pLKCvIM8bh61PwRX89Dw8PrKysaNasGTdv3hSDIl+pVq1aJaq3URA9PT127dpF165dMTExoXnz5rJP4z8XPK1evTrm5uaMHDkSZ2dnXrx4QYUKFdASPiFRUpEVoixToSaxp1cS9ftUNB0GolBWR3ad8g6DeO82gwjX/mTGhMi2C0BlHTWsrKwYPnw4W7ZsYd++fejr6xMVFYWBgQHKysrMnDkTQ0NDvL29mThxIqqqqsybNy9f946SWLBgAWlpaRgaGvLzzz+za9eu4g/6C8nJycnqjrx9+5amTZsyffp0qlSpwuLFi/PU+FBTU2P8+PG8efOGcePG8fPPP1OnTh127tyZr2bJt9SrVy927NiBk5MTt2/fzrMvOjoae3t77Ozs2LJlS4mDNDY2Njx9+rTAeaelpZGamkpWVhZ2dnayjJGLFy9iZ2dX6BKdLVu2oKysTLNmzQoNXEulUi5evEiLFi1o2rQp+vr6KCkp4e7uzpEjR2RBES8vL8zNzcnMzKRMmTI8fvxYFhQBKPfBH8Vbmyj76S2KckB23uU1SnKgJC8hI+ghcYfnoRrpQ3BwMF26dOHq1avs3LmTpKSkEj0rgDp16vyp7Knvad68eRgZGTFq1Kg8Hy7s3LmTJ0+e0LZt20LbJ39eSpOens6LFy+KXcZSlMTERA4cOFBkYKOoZTQgZoyIRCKRSAQgEcSKmj+c24MQlp1/SVpWwZkeBVFRlGOuUy1cbE3/uomJvlpaWhrTpk3j/PnzuLm5FdgxSPTP8DmrK+nJVdLDnqLTcXKJj5VIwLG2fr6srsJkZ2fz6tUrWWaJj48PT548QV9fH2tra6ysrGT/X1ShxH8KPz8/du3axcGDB7G2tmbo0KF06dIlT3aQIAh4enqycuVKHj9+zIQJExg1atSfLlZZmGvXrtGnTx/c3Nxo27YtYWFhtG7dmv79+zNv3rxCazgUxsrKik2bNtG4ceM82w0NDVm8eDFjxozh48ePGBgYkJCQwKBBg7C3t2fEiBH5zhUeHo6VlRW3b9/m+PHjxMXFsWbNGtn+9+/fs2fPHrZt24aioiJRUVG0b9+ee/fucerUKVkmTHZ2NpMnT2bz5s2UKVOGFi1a4OPjw/nz57GysgJys0Xq1avHtm3bGDp0KIrq5TG2/wlDM2sMTary3O8RNQ3UWTOuJwf37mDChAmUL1+eQ4cOMXLkSPr378+qVato2bIlHh4eJXpuK1euZOHChaSlpZXqGf8oKSkpNG3alIEDBzJ58mRu3LhB7969GTVqFB8+fGDLli0FHrdnzx5u3brFqFGjGDlyZL7s1NJwdXXl1q1bHD16tNAx5ubm7Ny5E1tb23z7oqOjqV27NnFxcUV+jVq0aMH8+fNp2bLlV89VJBKJRKK/MzFj5G/AxdaUuU61UFGUp7jfHSUSUFGUF4Mif2P+/v7Y2NgQHx+Pn5+fGBT5h/ueWV0KCgqYm5szcOBA1q9fz507d0hISJB94hsdHc2SJUswNTWlcuXKODs7s3z5ci5dukRsbOxXzfFHql+/Phs3biQiIoLBgwezY8cOjIyMmDBhguxlUSKR0KJFCy5cuMDly5d59eoVVatWZfLkyaXuJlMSrVq14uTJk7i4uLB582bs7OwYM2YM8+fPL3VQBAqvM5Keno6XlxflypXjyZMnsuKjFy5cKLCgqiAIjB07lvHjx2NmZkbLli25fv26LHDUu3dvatasyZs3bxg5ciTx8fE0bdqUwMBAHjx4IAuKvHr1iipVqrBlyxZUVVVZtmwZZ8+eZf78+XmWmI0aNQo9PT0mTpzI5MmTkWSmoBp6j7HWZdk1sAEDa4LCG0+01cvIxsbHxxMfH8/ly5fZuXMno0aN4sqVK4wYMYLs7Oxin1WzZs3IzMz8x3wvq6mpcfr0aVauXMmePXvo3bs37u7u6OnpFZlV9LnGyJ+tLyKVStm4cWOhLXoBgoODiYmJKfQ6fn5+1K9fv9jvbTFjRCQSiUT/dmJg5G/CxdaUwyNscaytTxkFOZQV8n5plBXkKKMgh2NtfQ6PsBWDIn9DgiCwYcMGWrVqxcyZM3F3d5cV2BP9c9Uz1mSukxm61m1LlS2Sm9VlhoWR5p+6vry8PLVq1cLFxYW1a9dy8+ZNEhISuHjxIj169CA+Pp5ff/2VatWqUalSJbp168bSpUs5f/4879+//1PX/l5UVFTo06cPV69e5dGjR5QvX57OnTtjbW3Npk2bZAVb69aty759+/D390dBQQErKyv69ev3pz5xL0jTpk1lXT5at25dYAHNkioqMPL48WOMjY1ly2ju3LlD1apVqVChQr7xJ06cIDAwUFazpEqVKrx69YoaNWowduxYmjZtSkhICFZWVqxbtw4TExNUVFS4desWRkZGCILAokWLMDc3JzU1FV1dXS5cuJAb9JBIGD58OC9fvuTw4cO0b9+eCxcu4OLiwps3b1i0aBGrV6+WtRYGsLa2xsfHB0BWm0QikTBz5kyqVavGhQsXcHNzw8DAgMePH9OlSxeSk5OLfFb/hM40f2RiYsKuXbsYPnw4Y8eOpVWrVkil0iIDDZ+X0vzZjjRXr15FWVk5X+vjLxXX4agky2hADIyIRCKR6N9PXErzNxSXnMEx3wheRSWRmJ6FhrIiZoZlcbYyQlu94OJqoh/rw4cPDB48mJiYGNzd3f9U+1XR31PukrdXpGfnUNRPTYkkN1NkrpPZdw1gSqVS3r59K1uC83k5joqKCtbW1nmW4hT04v13k5OTIyvYevHiRZycnBg6dCgtWrSQveR9+vSJ7du3s27dOmrXrs306dNp06bNV2V2fMnLy4vOnTszbdo01q1bx4IFCwpc2lISQUFB2NvbExERIdsmCAJycnKoqanRqVMnFBQUcHBw4Pnz52hqaubpGAa5GQZ16tTh0KFDKCgosHXrVk6fPo2qqiqjR4+WZXrMnz8fNzc3ILdmyi+//IKcnByRkZG0bt2agIAATE1NqVSpEocOHUJfX192jaioKPr374+npyc6OjosX76cIUOGyPZLpVKUlJQYMGAAu3fvJj09HS0tLeLj41FWVkYQBHR1dYmLi+PgwYP07t2bu3fv0q5dO8zNzalTpw5+fn6cO3cOAwODQp+Xuro6M2fOZP78+V/1vL+3rKws2rdvD+QuP3r48CH79u3jzZs3uLq6FnjMhAkTqFatGlu2bOHgwYNfXWOkU6dOdOnSJU9dmD9q06YNY8aMKbRjXs+ePencuXO+wvJ/pK+vz5MnT4r82olEIpFI9I8miESiP+XChQuCoaGhMGfOHCEzM/NHT0f0F3oS/lEY+bu3UGPeeaHmvPOCyayzsv/VnHdeqDHvvDDyd2/hSfjHHz1VQRAEQSqVCm/fvhWOHTsmzJ49W2jbtq2gra0tGBgYCE5OTsL8+fOFkydPCmFhYYJUKv3R0y1UbGyssGHDBqFevXqCqampsHjxYiE0NFS2PyMjQ9izZ49Qp04doV69eoKbm9tX/1309PQUdHV1BQ8PD0EQBOHNmzeCiYmJsGbNmq86n1QqFXR1dYWwsDDZtrS0NEFRUVEoW7assGDBAqFWrVqCr6+vULVqVcHPzy/fOQYPHiw0b95csLCwEKpWrSqsXLlS+PDhg7By5Uph7NixQlZWljBkyBChRo0ago6OjrB7927Zsa6uroKioqKgp6cnGBoaCjNnzhSysrJk+2NjY4UZM2YIWlpawqRJkwQ9PT3B3Nw83/dDTEyMUK5cOaFKlSrC8ePHBUEQhHr16gleXl6yMQMGDBAUFBQENTU12fM/ceKEIJFIhLNnzwo///yzYGpqKrx8+bLQ51WrVi2hQ4cOpXvIP4hUKhVGjRoltG/fXsjOzhbGjh0rODk5CWvWrBHGjx9f6HH9+/cXtm7dKqiqqn7192lQUJCgo6MjpKSkFDomISFBKFu2rJCUlFTomOrVqwvPnj0r9nrKyspFXkskEolEon86MTAiEn2l9PR0YdKkSYKRkZFw48aNHz0d0XcUm5QubL0ZKEw65CcM2eslTDrkJ2y9GSjEJqX/6KkVSyqVCqGhocKJEyeEefPmCe3btxf09PQEXV1dwdHRUZgzZ45w7NgxITg4+G8XLJFKpcKjR4+EMWPGCFpaWkLbtm2Fw4cPC+np6bL9586dExwcHIRKlSoJa9asERITE0t8/vPnzwu6urrCtWvX8mwPCwsTatSoIfz8889f9Uw6d+4sHD58WPbnjx8/CioqKkKlSpUEV1dXQVVVVXjy5IlgbGyc5/y+vr5Cly5dBIlEInTq1Em4fPmykJOTI9v/6NEjwczMTOjYsaNQu3ZtQU9PT/D09BQEQRDi4uKEhg0bCnJycoKDg4Ogq6srnDx5UnZsYmKi8PPPPwva2trCyJEjhfDwcCEuLk4oV66cULNmzTzXEQRB8PHxESwsLIT79+8Lenp6QlhYmDB48GBhy5YtsjErV64UqlWrJigpKQn9+/eXbe/UqZOgrq4uvH37Vti7d6+gp6cn3Lp1q8Bn5ezsLFSpUqXUz/hHWL9+vVCnTh3h06dPgiAIQmZmptCiRQuhZcuWwsSJEws9rmPHjsKSJUuEJk2afPW1p0yZIkyfPr3IMYcPHxbat29f6P7ExERBVVU1T6CsIBkZGYK8vPzf7ueBSCQSiUTfkhgYEYm+wvPnz4V69eoJ3bt3F+Li4n70dESiP0UqlQoRERHC6dOnhYULFwodO3YUDA0NBS0tLaF169bCzJkzhSNHjgiBgYF/m5ej1NRU4cCBA0LLli0FHR0dYcKECcLjx49l+728vISffvpJ0NbWFmbNmiW8e/euyPMdOXJE0NPTE+7fv1/g/ujoaKFu3brC9OnTS/0Mli9fLkyaNEn256ioKEFVVVWoVq2asGrVKqFBgwbCihUrhDFjxggpKSnC7t27hYYNGwpGRkaCjo6OsH379gLP+/79e0FeXl6oXr26UKNGDeHNmzeCIAiCu7u7oKysLOjo6Ajt2rUTLCwsZPvS0tKENWvWCPr6+kK/fv1k2wVBEMaOHSuMGjVKsLKyEo4ePZrnWidOnBA6deokCIIgLFu2TLC3txc2bNggDBs2TDZm165dQvfu3QU1NTVBIpHIMkNCQ0MFVVVVoUqVKkJUVJRw+fJlQVdXN0+w6LO1a9cKysrKpXq+P8L58+cFAwMD4e3bt3m2x8bGClpaWoKjo2OhxzZr1kwYOXJkkcGToiQnJwtaWlpCcHBwkeNcXFyEzZs3F7r/zp07QoMGDYq9XmxsrFC+fPnSTlMkEolEon8UsfiqSFQKgiCwdetW7OzsGDduHMeOHftXtE0V/bdJJBIqVqxI586dWbRoEWfOnOHdu3c8e/aMSZMmoaamxoEDB3BwcEBLS4uWLVsyffp0Dh06REBAAFJpyVuNfysqKir07duXa9euybq7dOzYERsbG7Zs2UL16tU5cuQIXl5eJCUlUadOHYYNG8bLly/znWvv3r1MmDCBS5cuFdjSFHJrLHh6euLp6cnYsWNLdc+NGzfmwYMHsj+npaWRk5NDRkYGMTExWFtbc+jQISIjIzE2Nub48ePMnz+fIUOG0KRJkwJrSISGhtK0aVPKlCmDkpISDx48wNDQkLZt2+Li4kK7du3Q09NDT0+P+/fvY2Jiwvbt26levTq3bt3i6tWruLm5yeoh+fv7c+TIEZYuXcqyZcuYP38+OTk5ea5nYmICwMyZM5FIJDx79kxWgBVAW1ubrKwshg4dira2Np07dwagUqVKtGvXjlq1atGuXTsaNGjAlStXmDp1KqtXr0b4omiPnZ0dmZmZxMfHl/j5fm/Pnz9n4MCBHDt2jMqVK+fZp62tzZAhQ7h58ybe3t6y7bHJGWy9GcSkw368q9aZuznVSDNtRlxyRqmv7+bmRrNmzTA1NS10THZ2dqEdjj7z8/MrUX0TsfCqSCQSif4TfnRkRiT6p4iJiRG6dOki1K9fv8g18iLRv9n79++FCxcuCMuWLRO6d+8umJiYCBoaGoK9vb0wefJkwc3NTXjx4oWQnZ393eeWnZ0tXLx4Ufjpp5+EcuXKCf369ROuXbsm5OTkCDExMcLixYsFPT09oVOnTsKtW7cEqVQquLq6CsbGxiX+O/3p0yfBzs5OGDBgQLFLED5LTk4WVFVVZUt+njx5IkgkEkFFRUWwtbUVqlSpIkgkEmHmzJmyLIAXL14I2traQnh4eL7z+fv7CwYGBoKhoaHQpEkTYejQocKFCxcEdXV1oVy5csKiRYsEHR0dYdu2bUJ2drZw4MABoWrVqkLr1q2Fhw8f5jufVCoV7O3tZdkFUqlUaN68ubB3717ZmMmTJwsrV66U/TkiIkLQ09MTlJSUZPd169YtoWnTpsKHDx8ETU1NQU5OTnZOT09PoWbNmsL48eOFZs2aCSkpKUJYWJhgbm4ujB8/Xvb9kpqaKkgkEuH69eslerbf24cPH4TKlSsL+/fvL3TMb7/9JnTp0kUwMjISrvgGCMP359YlqvGHukTV554Tasw7L4z43Vt4HPaxRNeXSqVCnTp1hCtXrhQ57tatW4KlpWWRY4YOHVpkRslnjx8/FurWrVui+YlEIpFI9E8lZoyIRCVw7do16tevT7Vq1bh//z5mZmY/ekoi0Q+hp6dHu3btmDNnDsePHyckJIS3b98yd+5c9PT0OH36NB07dkRTU5PmzZszceJE9u/fz/Pnz8nOzv5L5yYvL4+joyNHjhwhMDCQBg0aMGnSJFkHkMGDBxMSEoKTkxODBw+mUqVKLFu2jBs3bpT477SGhgYXLlzg/fv39O7dm8zMzGKPUVNTo2bNmvj6+gJw/fp15OTkSE9P5+nTp1hbW9O1a1dWrFiBqakpUqmUkSNHsmjRIoyMjPKc69atW9jZ2ZGens6MGTNwdXXl8OHDdOjQAQcHBwYPHsyePXs4f/48+vr6WFpa4urqyo4dO7hy5QoNGzbMN7+jR4+SkJAg67wjkUhYtmwZixYtIiMjN6Phy4wRgIoVK7J9+3YEQZC1I9bW1iYuLg5dXV1mzJhB5cqVmTx5MqmpqdjZ2aGkpESHDh0wNTWlZ8+eGBgYcPv2bZ49e4azszOpqamoqKhQtmxZbt68WaKvx/eUkZFBt27d6N27N/379y90nFQqpXr16tgNmcuwg8+48uI9GdlSMrLzZhll5ghkZEu5/OI9vXc8wO1BSLFzuHnzJlKplFatWhU57syZM3Tq1KnIMWLGiEgkEolE/yMGRkSiImRmZjJz5kxZi8pVq1ZRpozYMlkk+pK2tjZt2rRh1qxZHDlyhKCgIMLCwli8eDFGRkZcuHCBbt26oampSZMmTRg/fjx79uzB39+frKysv2ROOjo6TJw4kSdPnnDkyBGioqKwtLSkW7duaGlp0bVrVwAMDQ1p164dW7duJS0trUTnVlVV5fTp00ilUrp27Vqi4xo1asT27dtxdHRkzpw5KCgoULlyZaRSKVlZWbL5AOzatYvMzExGjx6d5xwnTpygY8eOCIKAm5sbtra2tG7dmuTkZH799VcSExN59eoVa9asYdy4cSxYsIBffvmFe/fu0aJFiwLnlZKSwrRp09iwYQPy8vKy7c2bN6dWrVrs3LkTyA2MVKpUKc+xXbp0oUqVKkyfPh1BEGSBEYCJEyeSnp6OkpISffr0QSKRMGHCBDZt2sTu3buRSCQMHjwYDQ0NLl68iLq6Oq1atSImJoZKlSrx8OHDEn0tvgdPT08UFRUpV64c3t7ebN++nbt37xY6XhAEguQq4COYgLwSRXT3/v/xEPvkOuMnTCg2OOLq6sq4ceOKbUldXGAkKyuLly9fYmFhUczsxMCISCQSif4bJIIgFPdvtkj0nxQQEEDfvn0xNDRk9+7d6Orq/ugpiUT/aJ8+feLx48f4+Pjg6+uLj48PYWFhmJubY21tjZWVFdbW1tSpUwclJaVvfv3U1FSOHz/O7Nmzef/+PUOGDGHs2LF8+vSJ3377jYcPHzJ27FjGjBmDjo5OsefLzs5m0KBBREZG4uHhQdmyZfONCQ8PZ+fOnbi6uiInJ8e6detkGTRGRkZkZ2cTGBhIUFAQOjo6REVFUa9ePa5du0bdunVl59m8eTMzZ86kbNmynD9/nm3btrF9+3bs7OzIycnh6dOnODs7ExQUREREBD///DM9e/ZETq7ozz8WLFjAmzdvOHjwYL59vr6+dOzYkTdv3lC5cmWePHmCoaFhnjFr1qxh6dKlrFmzhr59+6KmpkZmZiYSiYQ9e/awatUqXr58ycOHD6lTpw4mJiY8fPgQQ0NDHB0dsbS0ZP369QDMmzePI0eOUKtWLZ49e8bbt2+L/Rp8D56engwYMABdXV1u3bqFmppakeOnLF3P6eTK5EjkixxXEBVFeQ6PsMXCSDPfvrCwMOrXr09oaCjq6uqFnuPNmzfY2dkRGRlZ6Nff39+fXr16FVhz548OHjzI6dOnOXToUInvQyQSiUSifxoxY0Qk+gNBENi9ezdNmzZl8ODBeHh4iEERkegbKFeuHPb29kyZMgU3NzdevnxJdHQ0q1evpmbNmty6dYv+/fujqamJjY0NI0eOZNu2bTx69Ei2pOPPUFJS4urVq1SuXJlHjx6hp6dHhw4dmDJlCk5OTnh4eBAWFkaNGjUYN25csS/mCgoK7N+/nxo1atCmTRs+fvwIQE5ODhcuXKBLly7Uq1ePuLg4fv/9d5SVlXFxcSEgIABlZWXk5eXR19fHwsJCFoiZOHEiw4cPlwVFBEFg9uzZzJw5k6pVq8qWzezevZtdu3bRsWNHfH19UVBQ4NKlS/Tr148XL17Qu3fvYoMib9++ZdOmTaxcubLA/VZWVjRr1ow1a9aQmJiIvr5+vjGNGzfGwMCA6dOnExISgoqKComJiQAMGDAAOTk5atasSffu3VFRUWHIkCFs2rQJFRUVPDw8uHXrFj///LNs+c706dO5efMmkZGRRX8xv6Pbt2/z/v17PDw8ig2KAPim65Aj+bpfr9Kzc9jsGVjgvi1bttC/f/8igyLwv2yRor7+JV1GA2LGiEgkEon+I35ceROR6O8nPj5e+OmnnwRzc3Ph6dOnP3o6ItF/UnJysnD37l3B1dVVGDRokGBhYSGoqKgIlpaWwtChQ4VNmzYJDx48EFJTU0t8zvT0dKF79+5C27ZtheTkZNn27Oxs4cKFC4Kzs7NQrlw5wcXFRTh69Kgwc+ZMQVtbW+jZs6fg7e1d5LmlUqkwZcoUoXbt2sKcOXMEU1NTwcrKStixY4eQlJQkG6OjoyO8fPlSKFOmjFCjRg2hXr16gr29vfDrr78KgiAIHh4eQrVq1WT3lZWVJfTr109QU1MTunbtKkyfPl2Qk5MTrK2theDgYKFt27aClpaWoKmpKWhqapbqeQiCIHTt2lVYunRpkWNevnwpaGpqCpUrVy5wf0pKiqCioiKsW7dOsLa2FkxMTISgoCDZ/vPnzwtVq1YVFBQUhGXLlgkhISGClpaW7LlER0cL1apVEzZs2CA7ZtOmTQIgHDhwoFT381fw9fUVNDQ0BHNz8zzb9+zZIzRt2lSoV6+eoK+vL2zbtk0QBEGISUoXdDtOFuQ19AR5DV1B22mSYDLrrKDfZ7lQxthcKNugqyBXRk0oY1RHMJ56XFaIVdtpkqBm3kowmXVWqDHvvBCblC4Agru7u1ChQgXB1NRUKF++vBAQECAEBAQIzZs3F/T19YXu3bsLKSkpeebm4OAgeHh4FHlfkyZNkn3fFWflypXC1KlTS/HURCKRSCT65xEzRkSi/3f79m0sLS0xMDDAy8sLc3PzHz0lkeg/SU1NjSZNmjBu3Dj27NnDkydPiIuLY+vWrVhbW+Pr68uoUaPQ1tbGwsKCwYMHs3HjRu7du0dqamq+86WmptK1a1cEQcj3qb+8vDzt2rXj6NGjBAYGYm1tzeLFizl69CijR4/GzMyM7t2706JFC86fP5+ntSzkZnR4enoSERFBUFAQmzZtYuPGjfj4+DBs2DDZp/sSiYTGjRtz6NAhKlWqRFZWFh8+fODVq1d07tyZpKQkxo0bx7Zt21BRUSEtLY3WrVtz/PhxBg0axNOnT1m7di2rV69mxYoVWFpacvPmTSZMmEBYWBiqqqq8e/euxM/48uXL+Pv7M3Xq1CLHmZmZ0aBBg3z3/ZmqqipVq1aladOmVKxYkbS0tDytdtu1a4eJiQlt27Zl0aJFsqyh33//Hchtg3zlyhVWrlzJgQMHABg+fDiArCbJj/Lu3Tu6dOnClClTeP36NQYGBhgYGMja5D59+pRTp07h5eXFnDlzCA8PZ+OJm8R77sOg3woMXFaScNuNzA8hAGS8e42Chi5G492QZqSQ/tanwOtKgGO+EQCcO3eOkJAQTExM0NDQoHr16vTv35+5c+cSFRVF2bJl2bZtm+zYjx8/4uPjU2xxVjFjRCQSiUSivMTAiOg/Lysri/nz59OzZ082b97Mhg0bUFFR+dHTEolEX1BRUaFRo0aMHj2anTt34ufnx8ePH9m9ezeNGzfm6dOnTJgwAR0dHerUqcOAAQNYv349Fy9epE2bNujq6nLkyJEiiyfr6OgwadIk/P39OXToELGxsbi6ulK7dm0sLCyYPXs2devWZe/evURHR7N27VrMzMwYP348zZs3Jzo6mnnz5jF+/PgCl+FYNmrGyVfJlLEfQVbjYWQ36IeqdWd0Kpoyb948WrVqRcuWLYmPj8fKyooHDx7QrVs3tm3bhry8PN7e3ly6dIm2bdvSvHlz3r17x8KFCylbtiwtWrTg+vXrJXqWWVlZTJw4kbVr16KsrFzs+BYtWvDu3Ts+fPhQ4P7Pwapdu3bx6dMnrly5ItsnkUhYuXIlvr6+lC9fnu7duzN+/HhcXV1lwRZTU1MuXrzI1KlTOX/+PIqKipQvX57evXvj6urKjBkzkEqlBV77r5KamkqXLl0YOXIk9vb2WFlZER0dTXR0NCEhIQC0atUKU1NTKlWqhK2tLT4+PnjeuIZKtYYolNNDQUMX1RqNSQ/O7UYkr1qOsjadkSgooqRfBWlG/iAeQHq2lFdRSQAsXLgQBQUFgoODqVatGklJSXh5eTFw4EAMDQ05e/Ysr169kh178eJF7O3tUVVVLfTeBEHg8ePHYmBEJBKJRKIvKPzoCYhEP9Lbt2/p168f5cqVw8/PDwMDgx89JZFIVEJlypTBxsYGGxsb2bbMzEyeP3+Oj48P9+7dY+7cuWRkZBAXF8fAgQNlRV7r169PuXLlCjyvRCKhQYMGNGjQgNWrV3P8+HF2795NZGQkderUYfr06QwZMkRWONTR0VHWJWTatGmoq6tjb2/P5cuXqVWrFk/CE9jkGciN1DpkGldDolAGeUAVkAg5NF5xjfQYHQ7MmUJYWBgNGjQgOTkZY2NjDh8+zLRp05CTk8PW1hZlZWWuXr1Ky5Yt88y5ZcuWXL16VZZtUZSNGzdiYmJSbDvXz1JTU6lXrx4rVqxgzZo1+fZbW1vj4+PDiBEjaNKkCb/99hvDhg2T1WaytramVatWKCoqsm/fPubMmYO8vDzXrl2jdevWANSpU4dTp07RqVMnTp48iYmJCW/evOHu3bt07dqVvn37snfv3hIFcv4sqVTKoEGDMDMzY86cOYW2Dv4yi0Yqlea2YM7KyTtIIpF1pVEop/9FN5miu8okpud2a6patSr3798nPT2dihUrIggCysrKREdHA7kthL/MkipJm96QkBDU1NTQ09MrcpxsLmJgRCQSiUT/AWLGiOg/68CBAzRq1IhevXpx/vx5MSgiEv0LKCkpUb9+fTp06ICXlxdjx44lJSWFI0eO0Lp1a4KDg5kzZw4VK1akRo0a9O7dm99++41r167Jiqd+SVVVlS5dutCzZ090dXV5+vQpmZmZVK9eHQUFBfr27cuMGTOIiIiQHTNq1CiWL19Oy5Yt+eXYHXrveMCVl+/JkoJEIW/GSo5EniwpKJjUZ/ih59TvOYGMjAyysrJITU1l8uTJ7Ny5k507d2Jvb09oaGi+oAggyxgpbMnLZ+/fv2f58uWsW7eu2Javn4WGhtK3b1/27dtHeHh4vv2fAyMAtWvXxtramsGDB+eZy9KlS/Hw8MDOzo4+ffowbtw4XF1d85zH1tYWd3d3evTogZGREQEBAWhra3PlyhWkUimOjo55lun8VRYtWkRkZCQ7duwo8hldvXqVt2/fEhISgpeXF9bW1lSsWY+0IG+yP30gOymW1ID7qFS2yj2ghM8bQENZEQA5OTlcXV1p1aoVEokEDQ0N6tSpw759+wCYMWMGS5YsAXIzgS5evEjHjh2LPLefnx/169cv8VzEwIhIJBKJ/gvEwIjoPycxMZH+/fuzdOlSrly5wqRJk4rt3iASif45QkNDZS/gK1asQElJSVaLxNXVlXv37pGQkMDJkydxcnIiMjKSRYsWUalSJapWrcpPP/3EihUr2LJlCwMHDsTExIRr167h6upKbGws8fHxrFu3jkqVKpGdnc3Zs2epXbs2AwcO5OnTpwD079+fvgu3sPXBB9KycigmXoGAhIwcAfVm/cmp3ITGjRsjCALe3t7IyckxY8YMLl68WGiWS+XKlVFRUcmzrKIgc+bMYeDAgZiZmZXqedatW5cRI0bIXsK/ZGlpyYsXL8jMzERLS4vGjRsTExOTJ/BhamrK4MGDqVKlComJibx8+ZK7d+/mW3LUpk0bNm7cyJ07d2Q1U5SVlTl06BA2NjY0a9ZMtpTlr+Du7s7vv//OyZMn82Sn+Pj4oKOjI/tffHw8tra29OnTBxsbG5o2bYqTkxMPbl5Fs7kL0QdmEf37dDSb9UNJz7RUc1BWkMPMMLf187t377h06RLNmjWT7Xdzc2PHjh3o6uoSGBjIggULALh79y5VqlShQoUKRZ7/8ePHYmBEJBKJRKI/kAjFfbwkEv2L3L9/n379+tG2bVvWrFlT5DpskUj0zxMQEECbNm2YOnUqEyZMKNWxOTk5+Pv7s2XLFs6cOZMng6R27dr06NEDa2trWTvZ/fv3ExMTg5ubG9u3b+fDhw9kZmZiY2NDWX1j7kXloN6kb77rxF/eShmjWqjVti9wHkJ2BlWDPailr8bJkydxd3fHwcGh2PkPGTIEa2trxo4dW+B+Ly8vunbtyqtXr0r1olu5cmWuXLmClpYWNWrU4P79+1SvXj3PGHNzc/bv38/t27cJCgpi4sSJ2NracvXqVerVq5d73/Hx1KxZk0GDBrF27VqGDx+Ompoaq1atynfNpUuXMn/+fF6+fJkniLNhwwZ+/fVXzpw5g5WVVYnvoSTu379Ply5duHbtmqxdckEEQWDRokWcPHmSjIwM0tLS6N69Oz169KCGhTWNf7mG9Cvb9QKUUZDj3syWaKuXYeHChcTExLB58+Zij5syZQqampqyQElhOnXqxKBBg+jRo0eJ5tOoUSPWr1+Pra1ticaLRCKRSPRPJH5MLvpPyMnJYcmSJXTt2pU1a9awdetWMSgiEv3L+Pv74+DgwMKFC0sdFHnx4gVTpkyhdevWvHv3jh07dpCSkkJqairjxo1DQ0ODhIQEfvvtN1atWsXZs2fp2rUrW7ZsoUaNGly7do0LFy7Qs2dPvLy8uP40lOzsgguGarUdVWhQBEBOoQwxelb4+/vz6NGjEgVFILfOyI0bNwrcJ5VKGT9+PL/88kupgiI5OTlERkZibGyMlpYWkydPZuHChfnGfV5Oo62tTVxcHFWrVmXt2rX07t1bVgNDS0uLmTNnEhAQgJGREffu3WPv3r2kpKTkO9+cOXOQSCS0a9cuz/KZCRMm4OrqiqOjIxcuXCjxfRQnNDSUHj16sGfPngKDIlKplDt37jB58mRMTU3ZunUrgiDg5uZGaGgo69ato3nz5gQ9f0xGiC98ZbFYiQRa1NRFW70MmZmZbN++nXHjxhV7nCAIJaovAmLGiEgkEolEBREDI6J/vbCwMFq0aMGNGzfw9fWla9euP3pKIpHoG3v48CFt2rRh3bp1DBkypETHZGRkcPDgQezt7WnVqhVly5bF19eXs2fP0rFjR+Tl5ZGTk6NXr15ERETw22+/cfnyZVRUVPDw8KBfv36kpqayfv166tatS9euXfnw4QMjJ0xDsXyFUtWU+JIApGiYcvTMxWKXRXypRYsWeHp6FtjBZf/+/UgkEvr371+quURFRaGtrS3r5jNx4kSuX7+Ov79/nnGfAyNaWlqyQIaLiws2NjZMnjxZNm7cuHE8fvyYBQsW8OzZM6pWrYqbm1u+68rJyVG+fHn09fXp0KFDnuBJ9+7d8fDwYPDgwezcubNU91OQpKQkOnbsyPTp0+nQoYNse1ZWFlevXmX06NFUrFiRMWPGoKmpydmzZ4mOjubp06c0aNAAiURCWloaU6dOpUePHtSVe4eC3Ncl4yoryDPGoRoAR48epU6dOtSuXbvY416/fk16enqxnWZiY2NJTEyUtRwuCTEwIhKJRKL/AjEwIvpXO3LkCDY2NnTo0IErV65QsWLFHz0lkUj0jd24cYNOnTqxe/duevbsWez4oKAgZs6cSaVKldi9ezfjx48nLCyMpUuXYmJikm+8lZUVcXFxREVF8eTJEwwMDGjWrBkvX75k3759vHjxgrVr13Lv3j0GDx7MW/SKLIIae3Ytyf5XZX9O9r9C5NbhRGwcQNLjiwAoKSoyYspcDA0NMTIy4vfffwfA09MTBwcHpk6dSvny5bGzsyMtLQ2AihUroq2tLatz8tmnT5+YPXs2rq6upa6nFBoamueZqKurM2vWLObPn59n3B8zRj7btGkTV69e5cSJE0BuvZBly5axfft2unXrxrNnz9iwYUOBz6ty5cqULVuWWrVq0b17dzIzM2X7GjduzK1bt1ixYgXz588vtuhsYXJycujTpw+NGzdm0qRJpKenc/bsWQYPHoyhoSFz5szB1NSUW7du4e/vz8KFC6lbt26eoqz379/H0tKSyMhInj59Sn0TLWzLvENFsXTPWkVRjrlOZlgYaQLg6urK+PHjS3TsmTNn6NixY7EFdT+36S3N94EYGBGJRCLRf4EYGBH9KyUnJzNkyBDmzp3LuXPnmDlzJvLy8j96WiKRqIRikzPYejOISYf9GLLPm0mH/dh6M4i45Iw8486dO0evXr04cuRInk/7/ygrK4uTJ0/i6OiIra2tbGnElStXcHZ2RlFRsdBj5eXlsbe35/bt29y+fZtWrVoRFhaGp6cnAQEBPHjwgBkzZmBqakr37t0xtWwCJawxkRkTSqLXSQwHrcVwiCuf7riTk/KR5Lho/Lzuyc4/ffp02TEPHjzA2NiY6OhoEhIS8iwp+dyd5ktLlizBycmJBg0alGhOX/pjYARyu+74+fnx4MED2TZLS0ueP39O2bJl8wRGNDQ0cHd3Z/To0bKONn379iUjI4Nu3bohCALv3r0rcAlQvXr1ePPmDdu3b0dVVZX+/fuTk/O/drg1atTg3r17XL58mUGDBuUJnJTUjBkzSEpKomXLlvTt2xcDAwNWrlyJpaUlvr6+eHl5MXPmzHw1VQDS0tKYPn063bt3Z9myZRw6dAgdHR0EQaBOmY/MdaqFiqJ8sYlDEgmoKMoz16kWLramAHh7exMdHV1sh5nPSrqMxs/Pr9iski/l5OSQmpqKurp6iY8RiUQikeifSOFHT0Ak+tYePXpE3759adasGX5+fuIvdCLRP8iT8AQ2eQZyMyAGgIwv6nQoK0Sz9moADjV1GWNfjdf3LzN+/HjOnDlDo0aNCjxfeHi4rN1tlSpVGDVqFKdPn87TcaQkWrVqxe3bt4mKiqJXr15UqlSJ9evXs3btWjw9PXn//j03b97k9evXPAhUKvF500P9yf70nsgdowAQsjPJiotEuZI59XtPznP+z3R1dZk4cSISiYT69euTmJgo29eyZUvc3Nxky1devXrFvn37ePbsWanu97OwsDAqVaqUZ5uysjILFixg7ty5XLt2DQA1NTUqV67Mhw8f8rXUbdSoEZMmTcLFxYXr168jLy/Pb7/9xqhRo1izZg1jxoyRtTf+UvPmzTlw4AAKCgocPHgQJycnxo4dy5YtW2SZEXp6ety4cYM+ffrQoUMHjh07Vmjnni8lJCQwdepUDh8+jJycHHv27KF79+6sW7cOfX39Yo9/8OABgwYNwsLCAn9/f3R1dWX7BEFAIpHgYmuKhZEmmz0DufzsXe4SJ/n/BeDkhBxycnKwqqDMop9sZZkiABs3bmTMmDElCujHxcXx5MmTAts4/5Gfnx9t27YtdtxnycnJqKuri53bRCKRSPSvJ/5LJ/rXkEqlrFy5EicnJ5YuXcru3bvFoIhI9A/i9iCE3jsecOXlezKypXmCIgDp/7/t8ov3OG+5w5TNJ7ly5Uq+oEhOTg4XLlygS5cuWFpaEh8fz6VLl7h9+zb9+vUrdVAE/lfY9ObNm6SmpjJy5EiaNm3K/v378fHxAXILhj58+BAN5cKzT/ITUDNvifF4N4zHu2E0ejdlKtQgPfw5V9ZNRU9PT7aM5rPKlSvLAgN/XDrh4ODArVu3yM7ORhAEJk6cyJw5c0r0sl+QgjJGAAYOHEh4eLgsMAK5y2kCAgJISkoiOzs7z/gZM2YgLy/P8uXLAWjdujXVqlUjKyuL6tWr4+npSXBwcJ5jWrVqRUZGBomJiSgrK3Pq1CkePXqUbxmPqqoqJ06coEaNGjRv3pyIiIgC7yUmJoYdO3bQrl07KlSogJubG/PnzyckJIRLly4xcuTIYp9Teno6M2bMoGvXrixZsoQjR47kCYpAbmDkcyDBwkiTrS42qF1bgUbILbIC7tDUVAO9lGAaqcTwce9YFO7vyRMU+fDhAx4eHgwdOrTIuXx2/vx5WrRoUaLv689LaUpKXEYjEolEov8KMTAi+leIjIykTZs2nDlzBm9v7xLVGRCJRH8fbg9CWHb+JWlZORRXLkIQIEuQoNasP/6p/3tpe//+Pb/88gvVqlVjwYIFdO7cmbCwMFxdXTE3Ny/xXGJjY7lz5w67du1i+vTpdOrUiW7duvH8+XOSkpI4fvw4r1+/pmbNmuzevZsZM2YAcPfuXXbt2kX3VrbIy5Ws8KpyJQvSgh6RnRSHND2Zd7snkBUXQXr4czKRZ8KECbJ2t2fOnCElJaXIT+/19PQwNjbGz88PDw8PwsPDS9TVpDCFBUYUFRX5+eefmTNnjqy+h7W1NX5+fmhqauZpdQy5y5F+//13Nm3axL179wBYuXIlS5cu5eDBg0ilUkaNGpXnGCMjI+Tl5bl79y6QuyznwoULHDt2jLVr1+Y7/8aNG+nfvz9NmjSR1VmJiIjA1dUVBwcHqlWrxtWrV2nXrh3q6uqcP3+emTNnoqWlVaJn8fDhQ+rXr09wcDD+/v789NNPBY6TSqV5Albx8fGEvn5GxpNzfLywnq19LfnJOA2DhGdUNdLn/PnzfPjwQTZ+x44d9OjRA21t7RLN68yZM3Tu3LnYcampqYSEhJSomOtnYmBEJBKJRP8VYmBE9I936tQprKyscHBw4MaNGwX+Ei8Sib6tlStXoqOjg7KyMurq6ujo6OSrbVFST8ITWHb+FWlZpWtxmpEjsOz8K3advErPnj0xNTXl5MmTHD16FG9vb4YOHYqamlqBx2ZlZfH69Ws8PDxYuXIlQ4cOpWnTpmhra1OtWjWmTZvG7du30dLSYsiQIZw+fZrevXszduxYPDw82Lt3L+np6fTs2ZPY2FjU1dUJCAgAwNnaqPjJ//+Ls5KeKeWa9iH692m82zkGDeuOKOlXQb1WU7Li35GVlcWnT58AGDZsGN26dcPX15e5c+dy/fr1PDU3PmvRogWXLl1i8uTJrF+/vsj6KcUpaCnNZz179iQ9PZ0zZ84ABXem+VLFihXZtm0b/fr1IyEhAQsLC5ycnDh+/DjOzs5cvnw5T4BAIpGgpaWVp/6Irq4uly9fZt26dezbty/P+SUSCdOnT2fq1Kk0btyYWrVqYWFhwaNHj5gyZQrR0dFs3bqVLVu2sGTJElq1alWiZ5Cens7MmTPp0qULixcv5ujRo+jp6RU6/vNSms9u3bqFra0toaGhpKeno6amhrm5Oc+ePaN3794YGRnJ7iUrK4stW7aUuOhqZmYmV65cKbK+zmdPnz7FzMwMJaWSL/USAyMikUgk+q+QCF9byl0k+sFSU1OZOnUqly5d4sCBAzRu3PhHT0kk+s8ZNGgQtra2+T7tL40Rvz/iysv3xWaKFEgqRf79c6Y0KIuLi0u++hLx8fG8fv2aV69e5fn/4OBgJBIJ9erVo0mTJpiZmVGzZk3MzMzQ09MrtrtHUd6+fUu7ZSfI0KmJ5Ivsjpzkj8irlyfabSblmvREpYp1gccLUimVFRM5N7srmzZtYvPmzYSGhlKuXDnU1dVJSEjA1NSUjIwM3r17h62tLa1ataJVq1ZYW1tz9uxZpk+fTt26dWXdYL6GIAhoaGgQHh6OpqZmgWPOnDnDnDlzePLkCampqejr62Nubs7atWtp0qRJgceMHTuWuLg4Dh48SEREBJaWlnh7e1OzZk0sLCxkS5Mgtz6JmppavqDbq1evaNGiBVu3bqVz5868ePGCEydOcPz4caKiomjYsCF37txhzZo1DB48GMgNOrRv3x5zc3PWrVtXomfg5eXFoEGDqF27Nps3by4yIPLZlClTMDIyYsqUKQBMnjwZRUVF3NzcSElJ4dOnT0RERGBjY8OdO3do2LAh2travH79muPHj+Pq6sqtW7dKNL+rV68yb968PIVwC7N161a8vLzYvXt3ic4NcOnSJdasWcOlS5dKfIxIJBKJRP9EYsaI6B/p8ePH2NjYkJiYiJ+fnxgUEYn+oWKTM7gZEPN1QREAOTkUjOvRyK4Vd+7cYfXq1QwfPhw7Ozv09PQwNTVl4sSJXL9+nbJlc4MnR48eJSEhgUaNGrFixQrWrFnDiBEjsLe3R19f/6uDIoIgsGfPHqytrUm4exgFSd6ben94PuHr+iCvpomyqWWh55FIs3h7dgs2NjY0adKEkJCQ3GBLu3Z8/PiRtLQ00tPT0dTURF5ensTERK5fv86gQYPQ0dFh3bp1BAYGMnjw4K9uYwvw8eNHJBJJkcVMO3bsiLq6OocOHSIdRQxbDiDJvDvL7sQX2klo1apVPH/+nL1792JsbMyIESNYtmwZs2fPxtfXF19fX9lYS0tLAgMD8123Zs2arFy5kr59+2JiYkK7du2IjY1lw4YNvHv3jjNnznD37l0WL17MsmXLkEqlTJgwASUlJVavXl3svWdkZDB79mw6derEggULis0S+dIfl9LcvHkTY2NjjI2NZdkXFStWJD09nXLlymFsbIxUKsXT07NULXqh5N1oIPffzfr165f43CBmjIhEIpHov0MMjIj+UaRSKevWraNNmzbMmTOHAwcOlKgDgUgk+j5+++03jIyMqFGjhqyN7N69exk0aJBsjIODA56engAMmTiLoLX9CHd1Icnvf21nE+4eJNzVJf/2OweJcO1PxKaBJD/LzSJIS0vDefpvTJw4kaNHj2JlZcXixYs5c+YMWlpa9O7dm4sXL3L48GGaNWvGmzdvMDIy4u7du3Tp0gUdHR1evXr1p+47Li4OZ2dnFi9ejEQiYfXcCYxooIOQ9b+gQIWhGzGedBDdbrORyBXcbURFUY55HetgX7cySUlJ9OjRg5EjR1K+fHkOHTpEcnIyhw8fpmzZsvj4+CCRSNDQ0EBNTY2oqChq1qxJSEgIysrKjBo1CgMDA/r06cPOnTvzFTctTlhYGCYmJkUGiiQSCcNmLmHuhRCa/HqdnNrtSNUz5/lHCacev2Pd1QCa/HqdkW6PeBKekHuPKiocPHiQGTNmEBAQwKxZszh79izOzs4oKyvTvn17WUDHzs5O1pFHKpVy9+5dpkyZQuXKlfn555/p3LkzycnJnDx5kvXr12NnZyfr5FK7dm3u37/P8ePHadasGbdu3eLQoUPFdnrx9vbGysqK169f4+/vT+/evUsVLPtyKc3Hjx958+YNioqKVKhQQRZkkEgkmJub8/z5c3766SeMjIz49ddfefv2LV27di3xdUoTGCltq14QAyMikUgk+u8QAyOif4z379/ToUMHDh06xMOHD3FxcfnRUxKJRF+4evUqe/bs4cmTJxw/fpxBgwblaTP7R/Hx8Zz/fTMVhm+hwmBX0t7mLqHISUvi070jVBy+Nc/27E8fSA97SoUR2zDov5qPN3KXBMgplqHb4PG4uLjQrl07Ro8eTYsWLdDX1ycqKorIyEiioqKoWLEi7u7udOvWjdjYWJo2bcrp06eJjY3FzMzsq+/78uXLWFhYEBMTQ1ZWFhcuXKBz585sntKHHJ+jSLPSEaRF10+RSEBFUZ65TrUYZl+T33//neXLl5Odnc3Lly+pU6cOR44cAcDZ2Rk/Pz8+ffrE8OHDefr0KWfOnEFfXx8jIyNiY2ORSCRkZ2fTs2dPqlevzvXr12ncuDFVqlRh2LBhHDx4sMivDRReePVLbg9CWOWbjVCxLpnZUgQ5hTz7v+wk1HvHA9wehABgbm7O4sWL6dOnD8rKysyZM4fZs2ezYMECYmJiWLVqFZAbRMvMzGTo0KFUrFiRUaNGoaGhgYeHBwEBARw8eJDdu3fTqVMnXr9+nW9+hoaGzJ07Fx8fH/T09IosXJuRkcHcuXPp2LEjc+fO5fjx41/VzefLrjR37tyhUaNGhIaGoqurmyeQX7duXZ4+fYqzszMBAQHcuHEDFxeXEteEefHiBTk5OdStW7fYsdnZ2Tx79kxWyLekxMCISCQSif4rxMCI6B/h/PnzWFpaYmNjw+3bt6lSpcqPnpJIJPqDCxcuMGDAALS1talbty62trbcuXMn37jP2QCamppo6Ffi4/XdpEc8R6fTNADklNVQ1KqYb7tCOT20Wo8g0fs0sWfXIE1JkJ0zMT2rwDkJgsCSJUtQUFCgYcOGJCYmfrP7TUtLY+LEiQwZMoRatWqRmprKw4cPadCgAa1bt+bDhw9M6dSA9wdmkfnWG2l2JtKsvMtKlBXkKKMgh2NtfQ6PsMXF1lS2b8CAAdy/f5+kpCRq1KjBwoUL6dixI6GhoQCULVuWVatW8eHDBx4+fEilSpU4ceIE6enp1K5dGy0tLVl2xp07d/jpp5+YN28ederU4fDhw5iZmWFubs7EiRPx8PCQFXn9rKjCq5C3kxCSon+dEARIy8ph2fmXsuDI6NGjMTY2Zu7cuYwePZpXr15hYWGBkpISs2fPpl+/frIX+ezsbG7evMnTp09ZtGgRFhYWsqyMrl27snz5chwdHQkPD89z3efPnzN69GguX75M1apVsbe3Jzo6Ot/8fHx8sLGx4fnz5zx58oS+fft+9ZKqL5fSeHp64uDgQGBgIFpaWnmCDJ8LsJqZmVGuXDkEQaBMmTIlvo6HhwedOnUq0TwDAgIwNDQsdZBDDIyIRCKR6L9CDIyI/tbS09OZOHEio0aN4vDhwyxZsuRPdVgQiUTfj0QiKbDGRWRkJABycnL0Xf47qmZNyQh7RtTeiQg5WUgkchgOXJNve3r4c2JOLkNRqwI6nabkOaeGcsE/FwwMDFBVVZXN51v5XOcoODgYfX19dHV1uX37Nvr6+jRv3pynT5/i6elJSEgIWe+DSL28nshNg/h05wBaiYGUT4tACH7I5DY1uDezJVtdbLAw0sx3nRo1avDgwQMsLCxITU3FyMgIa2tr1qxZQ3Z2NosWLUIikWBqakrXrl2Rk5PD2tqajx8/8urVK/bt24ezszPHjh3DwMCALVu2sGzZMsqVK8eOHTvYtGkT79+/x9nZWVazRFVVlZkzZ3Lz5k0uXrxY4P1/bSehtCwpy86/wj8iAYlEws6dOzl8+LAsy6Z///5IpVKkUimPHj3Cx8cHNTU1AgICqFGjBoBsCdSXBg8ezPjx42nbti2xsbEAxMTE0KlTJ1avXo29vT07duyga9euNG7cWLZ0KiMjg3nz5uHk5MSsWbM4efIkBgYGpbqnP/pyKc3Nmzext7cnKCgIDQ2NPEGGzxkjAMbGxrKMJmkx2UWflbRNL+QuoyltfREQAyMikUgk+u8QAyOiv63nz5/TsGFD3r17x5MnT7Czs/vRUxKJREVo164dbm5uxMfH8/z5cx48eEDz5s3R0NCQZTmcPXuWt2/fArmfYp9dPhINkzpo2g8gJzkeaVoyWfGRRB+YSZmKtfJsz3j3GiX9aqjWak7qq7uy6yoryGFmWLbAORW1dEJHR0dWdyMmJqZE95iTk8PKlStp27YtvXr1wtfXF2dnZ9zd3YmPj6d+/fr4+Pjw6NEjbGxs2L17N6qqqigpKaGQk06631lshdf01I8nxmMVI+2qoq1edJZAmTJlWL9+Pa6urpw6dYqBAwdy7tw5GjVqxLt37wC4f/8+CxYsQCqVUqtWLYKCgrCyssLS0pKNGzfSuHFjTp06xbx58/D19aVhw4Zs3bqVTp06kZ6ezvbt25k8eTI9e/ZkypQp3L59m5MnT/L+/XuWLVvG/fv3yc7Ols1pk2cg6dn5WwWXRHp2Dps9A0lISODixYuYmJjI2hBraGgwb9481NXVCQwMJCQkhPLlyxMVFSU7/vMSqD+aOnUq3bp1o3379sTGxtKtWzf69OlD//79gdzA2Pz581m0aBH29vbs2rULGxsbnj59yuPHj+nXr983CZ59Dox8+vSJV69e0aBBA4KCglBTU8sTZKhTpw7Pnj2TLZdKS0tDRUVFVn+nKB8+fODFixfY29uXaE5fU3gVxMCISCQSif47xMCI6G9HEAQ2b96Mg4MDkyZN4siRI5QvX/5HT0skEhWjTZs2DBw4EAsLC7p27cqePXvQ19enXbt2ZGVl0bx5cy5fvkzTpk2B3GyIzu3bErxpKJHbhlPWqgPy6uVR1KqIskk9IrcNz7NdrWZTsuLCiNg4gOxPH5AoqZAVH4kAOFsZlXq+s2bNYsWKFZQvX549e/YUOz4sLIxWrVpx7tw55syZw8aNG9m8eTOzZ8/G09MTKysrQkJCOH/+PObm5hw9epT09HQkEgkJCQmoq6ujrq6OtrY2FhYWZGRkkJycXOL5du7cmUePHuHt7Y1EImHgwIG4u7tTrlw5fv31V5o0aULVqlVl4x0dHWXLh86cOYO8vDzdu3endu3aPHjwgJ07dxIaGoqzszNnzpxh06ZN3L17Fx0dHdzd3alWrRoGBgbExcUxatQodHR06NSpE8vXuHLj1Ve2VyZ3Wc2lp5GY1MitmzJs2DAmTpyIuro6e/fuZc+ePdjZ2VG1alV69uyJgYEB8fHxJTr3smXLqF+/PnXr1kVXV5clS5bkG9OnTx9at27N8OHDcXBw4NSpUxgaGn7dzRR4f7k1Rj634k1OTkZOTo6cnJw8QQZtbW3U1dXZs2cPRkZGlC9fHkdHR7Zt21bsNc6fP0/r1q1LvPTmawqvghgYEYlEItF/h0T4M738RKJvLDY2liFDhvDu3Tvc3d1lqdMikejfa8Tvj7jy8utetCUScKytz1YXm28/sS+4u7szadIkJk+eTHx8PMePH8fDw4M6deqwcuVK1q5di4aGBiNGjGDatGkIgkC1atUIDg6mevXqBAQEoKuri6qqKhMnTqRNmzbY2Njw4MGDUr+wZmdns2TJEnbs2EHTpk25ffs279+/p0+fPqSmpqKpqUlcXBz37t1DWVkZBQUFHB0d2b59OydOnGDkyJHEx8cjlUoxNTVl/PjxjBs3jsWLF/P69WvKlSuHh4cH8fHxVKhQgRYtWnDmzBnMzMwYO3Ys+73f8SQikY839yNNT0bdsh2azfuRnfCeaPfZaNh04tP9o8ira6Hfawny6uVJffOQj9d2Is1MQ82sGXqOI5ngUIX4e0eQSqWkpKSwYcMGVqxYwc2bN8nMzOTatWtkZ2djYGDAhw8fyMnJzVDx9PRk0aJFeTIr3rx5w9ChQwkICEBHR4eIiAjs7e3p3Lkzt2/fxtzcnNWrV7Np0yYWLVqEqakpEyZMYPDgwUyaNIkpU6Z8s6VWI0eOpH79+gQFBVG2bFkcHR0ZO3YsHTp0QE5OjoULF8rGOjo68v79e6ZPn87Lly9JSkpi3759BAQEFNkeuEePHnTu3JmBAwcWOx9BENDV1eXp06elDgC1b9+eCRMm0L59+1IdJxKJRCLRP42YMSL627h69SqWlpbUqlWLe/fuiUERkeg/YqxDNZQVim6hWhhlBXnGOFT7xjP6n48fP9K3b1+WLl3K8ePHuXv3Lo8ePcLLywsjIyO6devGyZMnadmyJRYWFkydOhXI/UQ/JiYGBQUFKlasCEBCQgJqampoaWlRqVIlsrOzefPmTannpKCgwOLFi3F3d+fSpUukpKRgZGTE2bNnefXqFWlpaRgbGzNnzhyioqJwd3fn6tWrxMTEMH36dHx9fUlKSqJKlSpUqlSJ2bNno6amhru7O2XKlGHXrl2EhIQgkUiIiori7NmzaGpqypa2mNSxJv76LvR6/UyFUTtIfXWHzOggAHJS4slOisNo/O/Il9Um5YUnAEl+59HpOhOjsXtJD/MnNSac4I+ZAOzatQstLS3u3bvHr7/+Su/evbl8+TKGhob07NmT6OhopFJpkYVz+/fvz9y5c9m8eTPBwcGMGzeOtLQ09u3bx+XLlwkMDKRPnz6MHDmSadOmcfr0aVq3bs29e/fYu3cvEydOlAVe/qzPS2m+rC9StWrVArMvDA0NCQoK4qeffsLZ2ZmzZ8/SrVs39u3bV+j5MzIyuHr1Kk5OTiWaT0REBPLy8l9VO0XMGBGJRCLRf4UYGBH9cJmZmUyfPp1Bgwaxd+9efv31V5SUlH70tEQi0XdSz1iTuU5mqCiW7p8kFUU55jqZFVi09Fu4ceMGlpaW6OjocOTIEUaOHImxsTGXL18mMjISGxsbjI2NGTx4MH5+fuzZs0dWcHbBggVkZmYiCAJv375FXV0dBQUFFBUVZd1J5OXlZcU3v4aDgwP29vZkZmby8eNHqlatStWqVTl9+jTJycmUL18eXV1dAgMDkUqlPHjwgMjISBo0aECVKlWIj49n+PDhpKamsm3bNpKTk3F3d0dbW5vRo0ejo6ODoaEhsbGxnDp1iooVK+ZmnRzYS3ZSHFH7JhO5dRg5yfFkxoblTkoATTsXJHLylDGsgTQjFQAdp0lkRLwg1uM3shOikaYkyDoJ1a1bl7lz59KgQQPWrl3L3Llz0dDQoGbNmmRmZsqK5169erXA55CUlISXlxf9+vXD2dkZRUVFYmJiOHHiBJGRkaSmpnL//n0CAgJ48uQJAwYMkGWHGBsbc/v2bZ49e4azszOpqalf/fX4TBAEMjIyePHiBY0aNSoyMBIeHo6pqSlKSkrUq1cPiUSCvb0927dvL7QIq6enJ+bm5ujq6pZoPp/ri3xNRowYGBGJRCLRf4XCj56A6L/t9evX9O3bFyMjIx4/foyOjs6PnpJIJPoBPrepXXb+FenZOUUuq5FIcjNF5jqZ5Wlv+61kZGQwf/58Dhw4wK5du1BSUqJVq1YsWrSI0aNHs2/fPqZNm8b69eupWbMm7dq149atW5Qtm1sA9tatWwQHB2NoaIi8vDwhISFYWloSGBhIdnY2WlpaQG7xV39//6+eZ3JyMjdv3qRfv348fPiQp0+f0qRJExwdHbl37x7379+nfPny3L9/H8h9YW/RogUXLlwAcgMKcnJyyMvLM2TIEMLCwoiLiyMnJ4f9+/eTkpKCqqoqBw4coG/fvlhaWuLg4MABn2juRFig33MxQG7wQyKHNPUT8urlkVNUzjNPaXoKUfsmo9GoB+Wa9SEnNbct8OdOQra2trKx/fr1k7UX9vHxQRAEmjm0xPNJIIsvh3A2yZvEoDe8S0gjLjkDbfUysja3qqqqsoKyqampKCkpUbNmTS5evIiZmRmHDh0qMDigqanJxYsXGTp0KK1atcLDw6PEQYeCSKVSgoKCsLGxQVlZmaCgIJo3b86bN2/yBBk+ffrEo0ePMDLKrY8jkUhwdnYmICBAVoS1ZcuW+c7/uU1vSX1tfREQAyMikUgk+u8QM0ZEP4QgCOzcuZNmzZoxfPhwTp06JQZFRKL/OBdbUw6PsMWxtj5lFORQVsj7T5SyghxlFORwrK3P4RG2f0lQ5NmzZzRq1Ig3b97w+PFjgoKC6Nu3L4cOHWLw4MGMHDmS5cuX4+npiaOjI87OzmzZsoVatWrJzrFkyRKys7P5+PEjTZo0IScnh1q1apGZmUlaWhra2toAGBkZfdVSms9++eUXTE1NqVSpEh06dMDe3p5jx47x6tUrpk2bRpMmTXj79i0nTpxAEARsbW3x9fXlxYsXpKen06pVK65du5bnnGpqamzevJn169djbW2NoqIigwcPRl1dnRs3bhAZGUmbVi3Jeh9EZmwYQnYm7w/NJT30yf+fIX/gIevjO5BIKGvZDml6CpnRgSjJF95JaOfOnSQlJVGrUUs0HMdz/a43ypUs+FS+JtdffeBOYCwRH9No8ut1Rro94uWHVOTk5GjQoAHOzs7MmDGDCRMm0LBhQyIjI3FycsLb25tdu3YV+iyVlJTYv38/LVu2pEmTJgQGBn7110UQBAICAmQdYwrLGNm7dy9t27YlODiYrKzc7JnPrZWHDx9eYBFWQRBK1aYXvr5VL4iBEZFIJBL9d4gZI6LvLj4+nhEjRvDmzRtu3rxJ7dq1f/SURCLR34SFkSZbXWyIS87gmG8Er6KSSEzPQkNZETPDsjhbGRXb3vZrSKVSXF1dWbp0Kb/++iv9+vVjwoQJ3L17l3v37iEnJ0ezZs2oXLky3t7eqKmp4eTkhLOzM87OzrLzeHt74+vrS4MGDbh+/bpsOURGRgY5OTl8+vRJljFSvXp1zpw581XzDQoKYtu2bQwYMACAWrVqoaSkhLOzM7/99htLlixhzJgxdO7cmVOnTiGRSHj27Bm7du2ia9eufPr0CRcXl0JfsMPCwqhduzbq6upcuHCB9evXs2TJEubNm0eFKr+j0348MceXIs1IRa2OA6rVG5Gd8L7AcynpVUZJrzIRGwdQpqIZSnqVSY0Jw85IicMFjDcwMKDnpEUc3b4OieIDFLQqIpHLW4NGKghkZEu5/OI9V55GYtFpMO8jHqOrq0v58uWJj49n1apVCILAzZs3uXTpEvb29pQvX54ePXoUOE+JRMKyZcswMTGhefPmnDx5Mk82S0kJgsDr16+ZMWMGkDcwUq5cudz5S6Vs3LiRvXv38vjxYwIDA6lVqxbW1tZkZmZiZWXF/Pnz+fDhQ54irP7+/igqKuYJxBXn8ePHrFix4qvuIykpSZYJJRKJRCLRv5nYlUb0Xd28eZP+/fvTo0cPfvnlF5SVlYs/SCQSif5CkZGRDB48mOTkZH7//Xc0NDRwdnamXLlyuLm5ce/ePQYNGsTMmTOZNGkSEomE+fPnc+fOHa5cuYKCwv8+Y+jWrRsPHz7EwcGBs2fPUq5cOZKSkqhYsSLp6emEhoaSlpaGoqIiS5cuZdGiRXz69Ak1NbVSzblLly40btyYWbNm5dsnCAL79u1j+vTpLFu2jKNHj2Jra8v+/ftxcHBg9erVxWboDRo0iObNmzN06NA821+/fs38+fO5JZhRpkoDJHJfkXgqSEkP8iL+9K906NCBpUuXUqdOHdlutwchLDv/krSsgmtsFERZUY7B9TQ4vGw8BgYGbN++XbZE5TM/Pz8cHR1xd3endevWRZ7v3LlzDBo0iJ07d9KlS5dS3V6/fv04duwYCQkJSKVSdHR0SElJwdzcnGPHjlG7dm0uXLjA3Llz8fHxoXv37vTt25effvoJgGnTpqGmpiYLTk2fPl127qVLlxIbG8u6detKNJePHz9SqVIlPn36hFwpv1YpKSno6emRkpJSquNEIpFIJPonEpfSiL6LrKws5s6dS58+fdi2bRtr164VgyIikeiHO3bsGFZWVjRv3pxbt26RkpJCw4YNadq0KcePH2fNmjUMHTqUo0ePMnnyZCQSCWfOnGHv3r0cOnQoT1DkxYsXeHp6Uq5cOby8vLC2tiYyMpLmzZsTFBRElSpVUFVVRVExt7aGiYkJampqpV62cfHiRZ4/f87kyZML3C+RSBg0aBC3b99m06ZNREdHExcXx/Pnz9HW1qZOnTrs37+foj4XCQsLo1KlSvm216xZkyNHjnBh1SRSvE8Qvr4vob91I2y1M+Hr+5L85DKxZ9cWOX8hJ4ummin07NmTq1evYm1tTbNmzbh27RqPwz+y7PyrUgVFANKzpGy+/57uwyZx7tw55s2bx969e2X7Dx06xO7duzl+/Dh9+/bFy8uryPN16NCBCxcuMHr0aDZt2lSqubx//x5TU1NUVFR4+/YtpqamyMnJ5VmW4urqyvjx45FIJNStWzdPEd7Py2lGjBiRrwjrmTNnSlVf5MmTJ1hYWJQ6KALiMhqRSCQS/beIgRHRXy4oKIhmzZrh5+eHn58f7du3/9FTEolE/3GJiYkMHjyYOXPm4OHhwfz58zl79iytWrVi2bJlTJkyhU6dOnHjxg18fHxo3rw5AIGBgQwdOpQjR46gr6+f55wrVqzA0NAQFxcXIiIiqFWrFoIg0K5dO5SVlTE2NpbVF4HcjiiKioqlCoxkZmYyadIk1q1bR5kyRS8pMjMz4+HDh9SsWZNdu3bx/Plz1qxZw/nz51m3bh1t2rQptMZJaGgoJiYmhZ67vokW65YvpMa0Q6jVsqN8yyEYT3QHSdG/VghZGfSvo0bjmhUICQlBTk6OmjVr4ufnR9euXek+dyvpWdnFP4gCyCmWIUKjdoEFVnv37o2rqyvNmzdn9+7ddO7cmRcvXhR5PhsbG+7evYurqyszZswotEvMH0VHR2NmZgb8bxkN/C/Q8ObNGx49ekTv3r0BMDc359mzZ7LjGzZsKBv7uQjr5/MGBATIvhdLQiy8KhKJRCJRyYiBEdFfRhAE9u/fj62tLf369ePcuXP5XiREIpHoe7tz5w6WlpYoKSnh6+tLw4YNWbp0KePHj+f8+fNUr14dGxsbLCwsuHbtGgYGBgCkpqbSvXt3Fi1aROPGjfOcMzg4GA8PD96/f09WVhZqamoEBQUhkUjQ1tambNmy6OjoyOqLAFSqVImsrKxSFWDdsGEDVapUoUOHDiUar6yszMGDB1FQUKBjx46sXLmS+vXr4+XlhZOTE40bN2b58uVkZmbKjpFKpURERGBsbFzkuV1sTZnrVAt5ueLbwErIDYqk3PmdbdNdcHZ25s6dOwQEBDB+/Hjs7OzIllchR98MoYACriUhADdexxCXnFHkuI4dO7Jq1SratWtHaGhokWMrV67M3bt3uX//Pn379iU9Pb3Yebx//15WOysoKIhq1aohlUpJSUlBXV2dzZs3M3ToUFRUVADyZYzIycnRo0cPTpw4wYgRI2RFWM+dO0fbtm1L1c7+c6veryEGRkQikUj0XyIGRkR/iU+fPtGvXz9+/fVXrl27xoQJEwr8FE8kEom+l6ysLObNm8dPP/3EunXr2LZtG3JycvTu3ZszZ87w8OFDfHx86NChA2vWrGHlypWypTKCIDBixAgsLS0ZPXp0vnP/9ttv1KxZk8GDB3Po0CFSU1Px9fVFQ0ODsLAw5OXlKVu2bJ7ASMWKFUlNTSUgIOD/2LvrsCizt4Hj3xliAEFAREBCxBYLExtr7cBCV+zuXHPtVbHW7lwFu7vFbsQAWymlSzpmnvcPXmZlQUVl1/2t53Nd7/X+fJ7znHNmcIW5uc9952r/wcHBuLm5sXTp0i/691RLSwsnJydmzZrF4cOHad68OZGRkYwZM4a7d+9y7do1KleuzPXr14GMzAQjIyP1B/dPcXW0xamkKfYW+VFoytHSkCGp0gk/spCAJS4ZBVrTUkh7cwe9S0uIuXuUyMhIHBwcCAoK4smTJ7i7u1O2bFlkyhTCdk9FlZYR2IjzPkXQql4ErnAl9uY+9ZoRx5YQ53WCiONLebuuv/p6nPcpXi3pRtXqNbIFPLZu3UqvXr3+3LerK506daJUqVIUKlSIAQMGqI8WzZgxg2nTpjF+/HhMTEzQ19fn7NmzqFQqmjZtSlRU1Effj4SEBKKjoylRogTwZ8ZIfHw8+fLlIzExkW3btjFo0CD1M8WLFycoKIjExET1tczjNK6urpw+fZqwsLAvbtMLImNEEARBEHJLBEaEPHf9+nUqVaqEkZERd+7coUKFCt97S4Ig/OCePXtGrVq18Pb2xtvbmzZt2hAYGEjdunXR1tbm5MmTTJw4kVWrVnH16lXat2+f5flVq1bx6NEj1q5dmy0oERwczM6dO3n58iUNGjQgNjaWcuXKERkZiZOTE76+viQmJqKnp5clMKJQKMifP/9nj3RkmjRpEn379qVkyZJf/PobNmzI48ePuXTpEtWqVaNy5cqcO3cOW1tbjh07xrRp0+jYsSODBw/m8ePHnzxG81fG+bT5uUYRrk9oyE/25qS8uEH5GvUp1n4MGhEvmFcdKid68ezeNZRKJXp6esTExFCrVi2ioqK4efMm1tbW9FlzBmVyAsmv7yGlp5Lw6Dzm3RdhOXAD728dQJXyZ+Ag9uZeFFZlMe/xOwDp7yOI8dyKWfeFOA2czZ07dz6559TUVI4cOUKvXr2wtLTk+fPnHDp0SH1/06ZNGBoa8vTpUxQKBTo6OuzatYuqVatSp04d/Pz8cpz3xo0bGBsbq2toZQZGYmNjMTQ0ZPv27dSvXz/L+6ulpUXJkiWz/D2oVasW4eHhhIWF4ezszMaNG7l48SItWrTI9dclOTmZFy9eUK5cuVw/8yERGBEEQRB+JCIwIuSZ9PR0Zs6cSfv27Vm2bBmrV69GT0/ve29LEIQfmCRJrFmzhjp16tC3b1+OHj2KmZkZN27cwNHRERcXF6ZOnYqTkxOSJHHz5s1sgYfr168za9YsDhw4kOO/aUuWLKFSpUrUr1+fixcvUrZsWXUApHPnzjx+/JiYmBg0NDSy1BiBjDojr169+uzruHnzJmfPnuXXX3/9qvehQYMGXLhwAU1NTX777Te2b99Or169mDx5Munp6XTu3BlfX18kSaJLly5oaGh8sjhrTkz0FTQoVYga1aqya1pvUq/9gUN5eywLFaBJkybo6upiaGio7nISGBiIq6srhoaGjBw5kkSlHG0zO1Qpicg0tTFpPZYEX08iDi9AlRyPKilOvZauXRUMKv6Ehm5GK9nUkBdoFy6FlpE5ciPzz3adefbsGX5+fhw6dIjnz59z7do1Hjx4oL5fvnx5pkyZgqmpqfqaXC5n8eLFDBo0iNq1a+Pl5ZVtXk9PT0xNTdXFTj9s1WtgYMDKlSsZPnx4tufKly+fpc6IXC7H2dmZ/fv3M2DAAFauXImDg0OWwNrn+Pj4ULx48a8udB4bGysCI4IgCMIPQwRGhDzh7++Pk5MTV65cwcvLizZt2nzvLQmC8IMLDQ2ldevWbNq0iatXrzJo0CBkMhl//PEHbdu2Zf369ZQoUYI6deowZMgQtm3blq1tbkhICJ07d2bz5s3qIpofioqKYsOGDQQGBjJ06FB27NiBpqYmoaGhyGQydcaImZkZcXFx2T7YZmYTfKolqkqlYvjw4bi5uWFgYPBV70XFihUJDQ0lODgYyMgg8fLy4v79+9SvXx8/Pz+MjIxYu3YtLi4uPH/+nDZt2hAQEPDFaxUrVgwzMzP1ewAZAaoePXoQExPDvXv3KFCgAJUqVSI5OZmwsDCsrKwIfPUM/r++SFpMCKEeE9HQzY9x4wFoGGRtL6woXDrropKE7P8Lv+bX0fpsFxZJkihevDghISHExcWp2yynp2cUfnV0dPzosyNGjGDlypU0a9aMkydPZrl36dIlChYsiEwmIz09ncDAQGxtbXn//j2QEfBwcnLKNudfC7DCn8dpHB0dSUlJoUyZMp98TX91//79r64vAiJjRBAEQfixiMCI8M127dpFtWrVaNu2LWfOnKFw4cLfe0uCIPzgjhw5QqVKlahUqRI3btygVKlSKJVKxo0bx+zZszl37hyXL19m1KhRHDt2TB00+VBaWhouLi707duXVq1a5bjOypUrqV69Ovny5UOSJCwsLHj69CkvX77EwMCA1NRU8uXLR7FixYiMjMwWGLGxscHY2PiTWSNbt25FS0uLbt26ffX7oaGhoc5oyVSoUCGOHz9O+/btqV69Ovv37wcyPrxPmTKF6tWrU7lyZZYuXYpSqcz1WnK5HF1dXRQKhTrQ0KBBA44fP867d++ws7NDkiSUSiX169dHoVCQkJDA3XNHkKSMdVJDXqKZvyD5yjciNfQ1yriIT66pbV6clHfP0EiIxFT2nvPnz39yfKlSpUhISMDT0xNJkkhJScHf35++ffvmKlPG2dmZw4cP07t3bzZu3AigritjYmKCTCYjICAAc3NzFAoF79+/JyIigmHDhuVYH+avBVgB6tatS2BgIK9fv0alUn22UOxffUvhVRCBEUEQBOHHIgIjwleLi4ujV69eTJ8+nZMnT/LLL7989rd0giAIf6eEhAQGDhzIqFGj2LdvH7/99htaWlrExMTQqlUrvL29OXr0KCNGjMDb25t79+5RvXr1HOeaOHEienp6TJs2Lcf78fHxrFy5ktTUVEaMGMGOHTto3bq1OgOkfv36+Pj4UKhQIezs7IiKisoxMJIvX76PtuyNiYlhypQprFix4pv/fW3YsGGWwAhkBDHGjRvHsWPHGD9+PEOGDOHNmzfY2dkxdepUrl+/zuHDh6lRo0aOR0c+xczMTN3tpnz58kyfPp2aNWtStmxZJk+ejIWFBZaWlujo6GBra0tJrSjk/5/1oWtbCZARtKI7SS9uomlkTlr024+upWlYCKM6P+O3aQR/TBtI+fLlP7k3hULBnj17GDVqFBYWFuTPn5/r16/z6tUrTp8+navgSM2aNbl8+TJubm5MnTqVGzduUKFCBTQ0NJDJZFla9b58+ZLY2FhcXV1znCunjBFNTU2cnZ1Zvnw5JiYm3Lhxg7CwsM/uK9O3FF4FERgRBEEQfiziU6zwVW7fvo2DgwOamprcu3ePKlWqfO8tCYLwg8v8dyk1NRVvb29q164NwPPnz3F0dKREiRL8+uuvNGnShPr163PixAkKFiyY41x79uzhwIEDeHh4oKGhkeOY9evXU7VqVXx8fHB2dubgwYPY2tpiYWGBTCajffv2+Pj4oKenR7FixXIMjFhbW6OhofHRlr0zZ86kdevWefJvbGadkZxUr14dLy8voqKiuHjxojpDpGTJkly4cIFhw4bRvHlzxo4dS3x8fJZnt27dqu6y0qtXL7Zu3QqAubk5CxcuVB8d6du3L/7+/rx7945x48bxxx9/cP78eTw8PEhOTkaemoB1rdYYVGiMXEcf8+4LsR65g4Ktx2I5cD26RSsDULDVaPQrZK8hou/QgoLNhxHg70fBggWzFB39cF+ZHB0d8fb2JiwsjO3bt2NkZMSxY8dISkpCS0srV+9pyZIluX79OmfOnGHMmDHUrVsXSZKQy+W8fPlSHRg5evQoJUuWzHZUK5ONjQ3x8fHZOt507NiR/fv307ZtW5ydnfnjjz9ytS+VSsXDhw9FYEQQBEEQckkERoQvolQqcXNzo3Xr1ri5ubFx40b09fW/97YEQfiBpaenM2vWLFq3bs3cuXPZsmWL+gPdmTNnqFu3LmPGjKFo0aK4uLiwfv16Zs6c+dGAh6+vL0OHDmX//v0fLXaZkpLC4sWLMTIyol+/fpw/f56qVavy8uVL4uPj0dDQUNcXAdQZI38tvmpjY0NqamqOGSO+vr64u7szZ86cb3l71Ozt7YmPj//okQxDQ0N27tyJTCZjwIABbNq0CUmSkMlk9OrVi8ePHxMeHk65cuU4ceLEZ9czMzMjJCTko/fNzc3ZtGkTQ4YMYdeuXfj5+WEYdBOUaV/1+iRlKprPzqOvr8+pU6do1KgRderU4fjx46hUqlzNYWRkxKlTp9i6dStr1qzJ1TOFChXi4sWLvH37lrNnz5KSkpIlYyQpKYmrV69SrVq1j84hk8mwt7fPljXi5ORESEgI1atXZ8CAAaxfvz5Xr+Xly5eYmJhgbGycq9eQExEYEQRBEH4kIjAi5FpQUBCNGzfm5MmT3L17l44dO37vLQmC8IN79eoVdevW5erVq3h5ean/XZIkiWXLltGzZ0+2bt3K2bNn8fDw4NatW59sefr+/Xvat2/PggULqFy58kfH/fHHH9jb23Pq1CmGDBmCu7s7rq6u3L59m9DQUPT09ChSpAg+Pj7ExcV9MmPk/fv32TJGJElixIgRTJ06NUtnlG+RWQz2r8dpPvT+/XvkcjmXL19m6dKl/Pzzz+rCoaampmzbto0NGzYwYsQIXFxcPhv4CA0N/eSeWrRogbOzM3PmzOHIkSO8uHUOk4BLyFRfFhxRaMqIvbiZ936PqVu3LtbW1mhpaeHl5UX//v0pW7YsmzdvJiUl5bNzWVhYcObMGebMmcOuXbtytb5MJiM5OZmqVaty5coVIiMj1YGRHTt2ULhwYWxsbD45R07HacLCwtDU1CQoKAhHR0d0dXXx9PT87H6+tb4IiMCIIAiC8GMRgREhVw4cOECVKlVo3LgxFy5cwNra+ntvSRCEH5gkSWzevBlHR0e6dOnCqVOnsLS0BDKyOfr378+mTZv4448/GD16NAUKFODq1avY2tp+cs7evXtTv359evfu/dFx6enpzJ8/n7Jly6rb0F66dIm2bdty8+ZN0tPTqVevHiqViidPnhASEoKdnV2OxVfNzMxITEzMFhg5dOgQISEhDB48+OvfpBzkVGfkQ/7+/hQpUgR7e3tu376NkZERDg4O3LlzRz2mSZMmPHr0iGLFilG+fPmPZjF8LmMkk5ubGy9evODBgwds2bKFt5d2UTDgEnJVOjnUKc1CUqlQpSUjf3CIuhYZwYnw8HAsLCyYM2cO1tbWJCUl8fbtWxYuXIitrS1z584lOjr6k/Pa2dlx8uRJRo4cyalTpz77Gm7duoW9vT3r16/HysqKyZMn4+Pjg52dHStWrKBcuXKfDTLkVID12LFj1KxZk4MHD6ozedatW/fZ/XxrfREQgRFBEAThxyICI8InZRYy/OWXXzh8+DBTpkz5aPq5IAjCPyEiIoIOHTqwbNkyLl68yMiRI9WFSUNDQ2nUqBFRUVGMGjWKbt26MXHiRNatW4eOjs4n5120aBGBgYEsX778k+P27NmDpaUlx48fZ+TIkezdu5emTZsSGhqKXC5HLperW93mz58fSZIwNjYmOjo629EGuVyOpaUlERERJCYmApCUlMSYMWNYtmxZrmtd5FZmnZGPFRfNDIwA6OrqsmbNGubPn0/Lli1ZvHixOgCiq6vL3LlzuXDhAlu2bKFevXrqY0OZcpMxAqCjo8POnTuZNGkSJUqUYOrUqcTcPYbFk90USAhEoSlHRzPrjys6mnIUmnL0ol4Q6jER/3PunDp1ivT0dJ4+fUqlSpWYMWMGv//+O5s3b8bS0pJ3796RlJTE0aNHKVasGKNGjcLPz++j+ypfvjyHDh2iR48eXL9+/ZOv4dKlSzg5OSGTybCzs6Nnz568ePGC06dPk5SUhLGx8WeDDDlljBw9epS+ffvi6+vL27dvcXV15fTp058twvqtrXpBBEYEQRCEH4sIjAgfdf/+fapUqUJSUhL379/H0dHxe29JEIQf3OnTp6lYsSLFihXj9u3bWQpsent7U716derXr0/hwoWZO3cu586do1evXp+d98KFCyxevJh9+/ahUCg+Ok6lUjFv3jwaN26MoaEhNWvWxMPDQ32MBv5sjevj44ONjQ12dnbEx8ejp6eHtrZ2tjltbGwwMzNTt+xdtGgRVapUoVGjRl/47nxeiRIlkCTpo+2BAwICsh356NixI7dv32bfvn20atWK8PBw9b3y5ctz9epVfv75Z+rXr8/UqVNJTk4Gcp8xAlCmTBnmzJlD165d6du3L87OzkgRfhg82EWNkKOMalwC50qWNCpdCOdKloxuUpLrExpyempHlOFvSEpKYsGCBbRq1YqIiAhWrVqFSqWiW7dueHp68vDhQ7Zv3465uTmPHz9WF7ytUqUKXbp04d69eznuq2bNmmzbtg1nZ+ds2Rwf8vT0pH79+kBG5lGFChUwNDRk1qxZVK9enbi4OAwNDT/5HpQrV45Hjx6pg1aJiYlcvnyZVq1a0bp1aw4ePIiRkVGuirCKozSCIAiC8GVEYETIRqVS8fvvv/PTTz8xbdo0tm3bJn44EgThu0pKSmL48OH0798fd3d3Fi5cmCWAsX//fpo0acKECRO4cOECgYGB3L17l4oVK3527sDAQLp164aHh8dn60AcO3YMbW1trl69yogRI/D39+fp06c0bdqUGzduEBcXh5aWFiVKlMDHxwcTE5OPturNZG1tjYmJCS9fvsTf35+lS5eyaNGiL3uDckkmk32yO82HGSMfsrW15fLly1SsWBEHB4csz2toaDBkyBC8vb3x9fWlQoUKXLx4EXNz81wHRgD69++PnZ0dkyZNws3NDWtrawoUKMDrJw95tGcJv3euyKae1VjiUomB9Yphoq/AxsaGQYMGIZfLmTRpEn/88Qf16tVDT0+PUqVKkZCQwIoVKzA1NSUmJgYfHx927txJgQIFuHjxIjo6OigUCpydnWnYsCEnTpzIdiyoWbNmLF++nObNm/P69ets+05OTubOnTvUqVMHyAiMhIaGUrRoURQKBZcuXeL+/fsYGBh88vWbmpqio6PD27cZbYnPnTtH1apVMTIyomPHjuzbtw/gs0VYg4ODSUtLw8rKKtfvfU5EYEQQBEH4kYjAiJBFcHAwzZs3Z9++fdy+fZuff/75e29JEIQfXGb2WmRkJA8ePKBBgwbqeyqVihkzZjB69GhmzZrF7Nmzadeunfq365+TkpJCp06dGDly5GczNCRJYs6cOXTv3p2HDx/i4uLCjh076NSpE9ra2uqimPXq1UMmk+Hr64tCoaBYsWI51hfJZGNjg66uLi9evOCXX35hxIgRn6yF8q0+VWckICAgx8AIgJaWFvPmzWPLli24uroydepU0tPT1fctLS3Zv38/ixYtomfPnixYsIDg4OBc70smk7Fhwwb27dvHmTNn+OOPPwgPD6dKlSrcuXOHsWPH5ngEaN68eejq6iJJEs2aNWPXrl2kpqZSsWJFwsLCmDNnDjKZjJ49e5I/f37OnDnDiRMn2LdvHwYGBuzZswe5XE7lypWZPHky5cuXZ8uWLVkKtbq4uPDrr7/y008/ZXtNt2/fpkyZMuoggkqlIiQkhLS0NHr06MGtW7d49+4da9asyfJ+5SQzawQyjtG0bt0ayKjr8uDBA0JDQz9bhDUzW0T2uQItnyBJkgiMCIIgCD8UERgR1I4dO0blypVxdHTk8uXLFC1a9HtvSRCEH5hSqWT+/Pk0bdqUX3/9lR07dmSp0ZGQkEDnzp05ffo0P//8M7Nnz2bHjh1MmDBBXXPkc0aPHo2FhQUTJkz47NiLFy/y/v17nj59ysCBA9HW1sbd3Z1u3bqRkpLCixcvkMvlNG/eHAAfHx/S09NzlTGS2Qnm9u3bjB8/Pld7/1oNGjTg4sWLOQYZ/P39P5s106RJE+7fv8/t27dxcnIiICAgy/02bdrg4+ODmZkZwcHBbNu27aM1Tf6qQIECbN++nT59+hAbG8uhQ4c4deoUnTt35uLFi/z666/ZnjEwMGDBggXIZDLu3r3LwYMHmTx5MmvXriUiIoJJkyYRExPDli1bAFi9ejWlS5dm3LhxjB07ll27dqGjo8OKFStITEykZ8+e7Nq1Czs7O9zc3IiJiQFg0KBB9O7dm6ZNm2Yp3nrp0iX1MRrICCq8ffsWPz8/hg4dioWFBTY2NkRGRtK2bVvi4+M/+vrLly/P48ePUalUHDt2TB0Y0dHRoUWLFrkqwpoXhVczWw5/6liZIAiCIPynSMJ/TnhcsrTG86U0cpeX1HvrbWnkLi9pjedLKSIuOcfxiYmJ0rBhw6QiRYpIV65c+Yd3KwiCkJ2fn59Ur149qX79+pKfn1+O9ytWrCh16dJFat68uVSrVi0pKCjoi9bYunWrVLJkSSkmJiZX4xs1aiStWrVKMjIykt69eyd5eXlJtra2kkqlkm7duiVpa2tLurq60sOHDyWlUinly5dPqlu3rnTmzBlp586dUufOnXOc9/jx41KVKlWkfPnySfv27fui1/C1ihYtKvn4+GS7bmFhIQUEBORqDqVSKc2fP18qVKiQdPDgwRzHGBgYSPb29lKTJk2kly9f5np/U6ZMkZo1ayYplUrp1atXkoWFhbR9+3bJ3t5emj17drbx6enpkq2traSrqytpaWlJgYGBUuHChaUKFSpIKpVKPS4iIkJq2bKlVKxYMalMmTKSlpaWpFAopLZt20qLFy+WSpYsKWlpaUn29vbS1q1bpe7du0vGxsbSqFGjJD8/P0mlUkmjRo2SateuLSUkJEiSJEkNGzaUjh49qv7eW67/Iqloz/mSness9fdeKysr6dWrV1Lfvn2lypUrS8HBwTm+7o0bN0o9evSQbt26JZUpUybLvQMHDkiNGjWSJEmSoqOjJUNDQyk0NDTbHJ06dZLc3d1z/V7nJDQ0VCpYsOA3zSEIgiAI/0tExsh/yIPAGAZsv0vt+RdYcu45h7zfceFpGIe837H03HNqzb/AQPe7PAiMUT/z+PFjqlevTlhYGN7e3uoz0oIgCN+DJEl4eHhQrVo1WrZsyfnz57Md7bh69SqOjo40bNiQW7duUapUKTw9PdXtenPD29ubcePGceDAgc8WxYSMdqwvXrwgLi6Oli1bYmFhgYeHB926dUMmk3Hp0iXS0tKQyWTY29sTEBCAkZERAQEBucoYCQgIID09nfbt2+f6NXyLnOqMpKSkEBERgYWFRa7mkMvljB8/nsOHDzN69GiGDx+uLryaydLSEg8PD3766Sdq1KjBvHnzSEtL++zc06dPJyYmhmXLlmFnZ8ehQ4cYPXo0ixYtYvv27SxcuDDLeA0NDdatW4dcLldnV+zcuRNfX1+2bdumHmdiYsLRo0cZMmSIukjr8OHDuXz5MpMnTyY6OprOnTuTlJREv379ePToEdu3b0dTU5PKlSvTrVs3unXrRvHixenYsSNxcXHc84tgf5iJ+ntvnElpVBb2KK0qq7/3Kmv2IThVmw0bNtCuXTtq1qzJ06dPs73uzJa9Hx6jydSsWTPu3r1LeHj4J4uwila9giAIgvDlRGDkP8L9ph9dNtzk7JNQUtJVpKRnLcqW/P/XzviG0mXDTbbf8GPlypU0aNBAnUqcm/P4giAIf5fo6Gi6du3K3LlzOXPmDOPHj8/WHnzTpk20b9+eLl26sH37dtzc3FiyZMkXtbWNioqiQ4cOrFixAnt7+1w9M3fuXMaNG8eaNWsYOXIkSqWSHTt20K1bNwCOHz8OQO3atZHL5fj4+FCmTBmCg4PVxyg+FhjJly8fERERKJXKbIGFv0vDhg2zBUaCgoIoXLgwmpqaXzSXo6Mj9+/fV9e/+PADv7m5OZGRkYwbN447d+5w+fJlqlSpws2bNz85p5aWFjt27GDu3Lncv3+f6tWrs3HjRvr06cOWLVtYu3YtK1asyPLMTz/9RLVq1UhLS8PHx4dbt27RtGlThg0bRlxcnHqcTCZjzJgxHD16lLlz55Kamsrbt285fvw4lSpVYs+ePQQFBVG0aFFCQkJo27Ytnp6eHD16lMqVK+Ps7Iy/vz/R0dE0HDAdow4z8HwZ9cnvvVpFq9J3xyM8bvkzdepUZsyYQf369bly5UqW8WXLluXp06c5BkZ0dXVp2rQphw8fBnIuwvr+/XvevXtHqVKlcvGV+zgRGBEEQRB+NCIw8h/gftOPOSeekJSm5HPHuCUJktKUTDvkzdpzPly/fp1evXp9U5E2QRCEb3XhwgUqVqyImZkZd+/ezfYb7/T0dEaNGsW8efOoV68ep06d4vLly3Tu3PmL1lGpVLi6utKmTRu6dOmSq2cePXrE7du3MTU1xcLCgmrVquHp6YmFhQVlypQBwMvLCy0tLZo2bQqAr68vVlZWWFpaoqWl9cmMkQULFqCpqYmtre1H2+jmtQYNGnDp0qUsH6o/1pEmN4yMjNi9ezdDhgyhbt26bN26FUmSsrTsLVq0KCdOnGDy5Mm0b9+eoUOHEhsb+9E5ixYtyrJly+jatSsJCQm0bduWyZMn07dvX3WR1w0bNmR5ZuXKlWhoaGBlZcXkyZOZNWsW6enpDB48ONv8NWrUwMvLi4CAAOrWrYutrS1nzpwhNDSU+fPnk5aWRnR0NBoaGjx79oy6dety4MABTp48SZ8+fYgqYE+oZW3Q0P7s916ZXE5ymoo5J57gftOPnj174u7uTocOHdizZ496nL6+PqampgQEBFCzZs1s83zYnSanIqwPHz7E3t7+i4NbfyUCI4IgCMKPRgRG/gb379/H3t4ec3NzpkyZgqenJ05OTn/LWg8CY5hz4ilJaTm37fsYSa5FeoU2JOma5vqZa9eu0bZt2y/doiAIwkelpKQwbtw4evTowYYNG1i2bBm6urpZxkRHR9OiRQvu3r1Lvnz50NTUVHcC+VKzZ88mLi6OBQsW5PoZNzc3Ro0axbp16xg5ciSAuuhq5v7i4+PR1tamXr16QEbhVUNDQ+zs7AA+Ghjx8vLi0KFDFCtWjMKFC/Py5csvfk1fo3DhwpiamvLgwQP1tYCAgM8WXv2UzKKgFy9eZOHChfTo0YMCBQoQGhqaZUyXLl3w8fEhLS0Ne3t7Dhw48NHirD///DM1atRg1KhRAAwbNoyWLVsycuRITp48ycyZM7MclbG3t+fnn38mLi6OAgUK0KVLFwYPHoyHhwcFCxZkypQp6rEzZsxg2bJlHDhwgB49elCzZk327t2LsbExo0aN4s2bN9y6dYuuXbuSnp6OXC7n9u3bVKhQgWXuh6Bye+RaOl/0HiWlqZhz4ikPg2Jo0qQJZ8+eZezYsSxevFj9HhgaGlK+fPls2VIAzZs358aNG0RFReVYhPX+/fs4ODh80Z5yIgIjgiAIwo9GBEbyWHp6Oh07dmTWrFn4+/tz7tw5UlNT/7b1Vnm+JDldCUDQ6j6kx4R+5ok/paSrWO2Z+x/Ca9eurU7hFQRB+FaPHj2ievXqvHnzhgcPHqizLT709OlTatSooW5n27dvX3bu3ImBgcEXr3fixAnWr1/Pnj17cn305tWrV5w+fZq6devy/PlzOnToQFJSEocOHVJnnJw4cQKAtLQ09YdSHx8fNDU1KVasGJARGDExMckytyRJDB8+nN9++w1bW1uMjY158eLFF7+ur5XZnSbTt2SMfKhcuXLcuXMHXV1ddu/ejbe3d7YxxsbGrF+/np07dzJlyhTatWtHYGBgjvOtXLmSixcvqjMlFixYQKFChZg9ezanT59m4sSJ7N69Wz3+t99+Q6lUIkkSr169YsuWLRQqVAhDQ0POnTvHmTNnsswvk8kYMWIEJ06cYOLEiQwdOlR9pKlixYps3bqV6Oho3N3dcXBwQC6X45+vNMmpyq96f5LTlervvRUrVuT69ets3bpVfUQrISEBMzOzHJ/V19encePGHDlyBABXV1dOnz5NWFgY8Ger3m8lAiOCIAjCj0YERvLYtWvX0NHRoUOHDigUCpydnZk6derfslZEfAqXnod/NoX3YyQJLj4LJzI+JW83JgiC8AkqlYqlS5fSsGFDRo0axb59+7IFDQBOnjxJ3bp1KVmyJF5eXhw8eJARI0Z81dG/169f07t3b3bv3p3r4qKQ8SF88ODBbN68mSFDhqClpcXRo0epWrUqhQsXBlB/YK9ZsyaampqoVCqePHlCSkrKJzNGduzYQUpKCr1798bGxgYdHZ1/LGMEstcZCQgIyJPACICenh7r16+nc+fO7N69m6VLl+aYFVK3bl28vb2pUqUKDg4OLFu2DKUya8DBwMCAnTt3MnToUAICApDL5Wzbto2AgADc3d05deoUI0eO5NChQwAUKlSISZMmoaOjQ5kyZYiJiWHlypUEBARgamrK+fPnc9xz1apV8fLyIjw8nJo1a2YJUikUClxcXLhz5w5ePi8wKOWILJctof/qr997ra2tuXLlCj4+PrRt25Z3796RkvLx78sdOnRQ/537axHWvCi8CiIwIgiCIPx4RGAkjz169IjSpUur/9y7d28GDhwIwNixYzE2NqZevXokJSUBsGHDBqytrTE3N2f+/PkA9OrVi9atW1O4cGEmTJhAkSJFGDBgAJ6enpQvX57atWtjZmZGz2HjAHh/9wiBy35GGRdB8NaRBC77GVVqxm+7Ut49I3jLSAJXuBJ5coX6B9OYKx7EXHYn/Pwmiliaq38I8/LyonLlyhQsWJBu3bplyXbJ6UjQixcvqFevHubm5nTo0IHExEQAtm7dSq9evVi0aBEWFhY8e/Ysr99qQRD+B719+5amTZuyd+9ebt26Re/evbMFOiRJYvHixfTq1YsiRYqQmJjIvXv3qFWr1letmZiYSIcOHZgyZcoXdd56+/Yte/fuxdXVlf379zNgwAAAPDw8cHV1VY+7du0a2traNGnSBEDdkSYoKEidMfLX4qtxcXFMmDCB5cuXo6GhgbW1NcA/mjHi5OTElStXSE9PBzIyRr7lKE1OWrduTY0aNdi5cydt2rQhIiIi2xiFQsG0adO4du0aBw8epGbNmtmyTKpVq8aYMWNwdXVFqVSiq6vL4cOH2b9/P9evX+f48eMMHDhQnb0zatQoVCoVr169Qk9Pj3HjxuHs7My5c+fo1KnTR/e7bNkyrly5gp+fH5UrV2bnzp0ATJ06lUKFClGnTh1atGhOWpAvyf4PCfGYqH424tgS4h+eAyDp1R3ebRhM0IruxFzxUI+Je3CaoFU9efV7F/X3cIDbt28TGBjI2bNnUalU+Pr64ufnh62trXrMjBkzmDFjBq1ateLChQsULVoUExMTIiMjWbduHcnJyTx9+pQKFSrk/gv0ESIwIgiCIPxoRGAkj8XExKCvr6/+s5mZGXZ2dty8eRNra2tCQkKIiYnh5MmTJCcns3XrVm7cuMHLly9ZtGiRunK+tbU1kyZN4uTJkxw6dIhz5zJ+2Hry5AlLly7l6dOnXD15kPf+vuSv2gbrkTvQMCiIRa9lWI/cgVxbB0mZRsTRRZi0HIXV0D9Ijwkh6fkN9d7iH55B0tKj26L9KBQK0tLS6NixI/Pnz+ft27dER0fn2ArwQ927d2fKlCkEBwdjYGCQ5azzmTNnePPmDV5eXhQvXjwv32ZBEP4H7d27l8qVK1O/fn0uXbqkzqb4UHJyMr1792bdunVoamry008/cebMGQoVKvRVa0qSxODBgylTpgzDhw//omd///13evbsyYEDB3B2dsbU1JTIyEguXbqEs7MzkJH9EhERga6ubpb6Ivb29rx+/fqjGSNz586lYcOG6mCPjY0NycnJ/2jGiKmpKUWKFOHevXtA3h2l+ZC5uTnv37/nypUrlClTBgcHBy5dupTj2FKlSnHx4kUGDRpE06ZN+eWXX0hISFDf/+WXX9DS0mLu3LkAFCxYUF1nJCQkhMOHD9OrVy/Onz+Pjo4OCxcuRFtbGz09PYKDgzExMUFTU5OZM2fmuH5AQACenp48f/6cR48eoVAomD59Om3btsXd3Z2nT5+yZMkS3r15QZry43W9lImxRJ1dRyGXWRQetIHEp1dJDckoqht9fiNmLr9ReNAmnvr6EBcXR2RkJN27d2f37t106NABbW1tXr58+dFfKOTPnx9NTU06duyofl0aGhps376dIkWKoKenl6uvzaeIwIggCILwo/m2suVCNlpaWllSYC9dusS7d+8wNTVl5MiRyGQyHBwceP/+PTo6Omzfvh0PDw+uXLlCdHQ0kZGRQMZvxzLHGhsbqzsHVKhQgWrVqgFQuHwtQt89Q2FZOvtGgLTIt6THhhG6+/+P8ijTSYv88wy3lqkthrVcSNfOOKv/9OlTFAqF+reex44d++RrjYuL4/bt2/Ts2RPIqK+iUCjU942MjFixYgXyr0w3FgThv+H9+/cMHz6cGzducPToUapXr57juJCQENq1a0dKSgrR0dFs2rSJNm3afNPa69atw8vLi5s3b37REZzIyEi2bNnCvXv3qFevHkePHgUygjvNmjVTf2g8e/YskiSRmJio/rfZ19eXsmXLcu3aNYoVK4YkSURHR6sDIy9evGDDhg08evRIvZ61tTVRUVGEhYWRlJSUrQDt3yWzzki1atUIDAzM84yRzK402traLFiwgEaNGtG1a1cGDBjAr7/+mq17ikwmo0+fPrRq1YoxY8ZQrlw51qxZQ7NmzZDL5Wzfvp3KlSvTqFEjatWqRbFixTh48CCtW7fm1KlT7Nu3jw4dOnDgwAG6dOnC+PHjiYqKon379mzcuBEXFxd27dqVY3DGxsaGZcuWsWTJEjw9PYmMjOTNmzfUr1+f9+/fExYWRrVq1TC2KfGRV5uRkZny9inpcZEE/zE643J6GqkRAWibF0PH2p6Yy9vRLelIzW7jMTAw4OjRozg4OFChQgXOnTvHqFGjWLJkCV26dEFH58/irpIkqf8OV69ena1bt1KyZEl+++03Dh48yMaNG/Okvghk/Df7JUfOBEEQBOF/nfjEmseKFSuWpd3ihQsXWLp0KUWLFlX/QJP5/1+/fk39+vUxNTVl2bJlWFlZqZ/769hMH57R1pIDn/xBX0LT2ALr4e5YD3fHcuhWDKq0Vt9VFC4FQH6dP4sQfjj/kydPsrQBzDa7JKGjo0NISAghISG8ffsWNzc39f3q1auLoIgg/OCuXLlCxYoV0dPT4/79+x8Nity7d4+qVauSkJCAJEncvHnzm4Mit27dYtq0aRw4cIB8+fJ90bPLly+nQ4cO3LlzBzs7O3XdBg8PD3U3GoDt27cDGcHszMCwj48P1tbWKBQKDA0NiYuLQ0dHB21tbQBGjx7NhAkTsnzwtLGxITAwkCJFivD69etvedlfJLPOSFhYGAYGBnmSbfChQoUKERERoa4b0rRpU+7du8fVq1dp1KgRQUFBH33O3d2dtWvXMnToULp27UpoaCiFCxdmw4YNdOvWjZiYGCCjbe369etp06YNNjY27Ny5kw4dOnDr1i0GDRpEamoqly9fpnjx4hw6dAhDQ0O6du2arZbJ1atXad++PSVKlFB/XQ0MDOjevTsVKlSgbt26bNu2DTk5F/ZSxkWq/7dOkQp/fu8dsgW9khmtd007TMWgSivSot6yb2InhgwZQnh4OJBxnMbMzAwTExMKFy5M+/btCQsLUxc9f/v2rXr+vXv3kqiUcfiGLyXLVeJsdAHemNcnuWidPKkbJjJGBEEQhB+N+NSax3766Sf8/Pw4c+YM79+/Z8+ePcycOTPHAIGXlxfW1tb07NkTb2/vj1bk/9DDhw+5desWUVFRvH14HQObsup7Gnr5SY8NRZJUKJPeo1XACikthWT/h0gqJRFHFhH/6FyW+XQ05ZS2yMgYKVWqFCkpKZw9exalUsmsWbOytHL8q/z582Nvb68+bjN+/Hhmz56dq/dJEIT/ttTUVKZMmULnzp1Zvnw5a9as+WhwYvfu3TRu3BiZTEaVKlW4fv26ujbH1woLC6NTp05s2LCBEiU+9hv+nMXFxbF69Wp1DZARI0YA4Ofnx9OnT7N0z7lw4QI6Ojo0bNhQfc3HxwcDAwP1MZoP64scP36cFy9eqNv+ZrKysuLdu3cUL178Hz1OU69ePfVxzrw+RgMZWZSGhobqbEgACwsLTp8+TbNmzahatao6GycnTZs25dGjRxQpUoTy5cuzceNGWrZsScuWLRk0aJA6mO/s7Mz48eNp0aIFVapUYevWrbRp04a6desil8vJly+fOvBWqlQpIiIiuHz5cpa1bt68SeXKlXFxcVEXNwWoVasWb9684cCBA0ydOpWIgBfIkZAp9FDGRSBJEqmhr0kOfAxk/NIhNeQVqREBSOmphO6aQrL/A1SpybxbPxCtgjbkr+6MlpYWL1++ZMyYMVy6dIn58+fTpEkTtm7dSs2aNdHT00OhUDBo0CBmz57N/v37AXgQGEPRspUw7jCTJ2YNUOa34Ppdb/TK1sdbaUmt+RcY6H6XB4ExX/11E4ERQRAE4UcjAiN5LH/+/Jw4cYLx48dTsmRJOnXq9NGU6MwPAubm5hw+fJhixYrx/PnzT85fqVIlpk6dSpkyZejfrw86hUuq7xnV7UbE8SUELe1K8pv7yDS1MG07gajzGwha2QO5ti4GDs2zzCcBHStnZKpoa2uzd+9exo8fj4WFBbq6ugwdOvST+3F3d2fDhg2Ympry8uVLpk2blot3SRCE/7KnT59Sq1YtHj58iLe3N61bt85xnEql4tdff2XYsGEATJs2jS1btnxz1kJ6ejpdunShe/futG3b9oufX7t2LU2aNCE2NpbAwED1HDt27KBTp07qzI+UlBRCQkLQ09Ojfv366tf05MkTgCytegsUKEBKSgqjR49m6dKl6jkyKRQKjI2NsbCw+EcLsBobG1OqVCkuXLiQ58doMpmbmxMSEpLlmoaGBpMmTeLAgQMMHz6cUaNGfbQTi56eHm5ubpw9e5YNGzbg5ORE37598fHxyVIHa+TIkTRt2pT27dvTqFEj1q1bR+fOnVmwYAGvX7/Gw8MDR0dH7ty5w08//cTVq1eJjY1VP9+xY0d8fX0pXLgwfn5+6Ovr8/z5c2rUqEGvXr3o2LEjJUuWxNi4AEqlEm2zYmiZ2hKybQzvbx9UZ4Vo5DPCpMUIwvf/RtDqPiis7NErUQO5tg4GVdsQvGUE79b1R65K5/z582hqalKiRAkOHz7MypUrcXBwoH379rx69Yq+fftibGzMggULsLW15UFgNF023ETbsSshe2bgt9QVuZYOusUzMrFUMk1S0lWc8Q2ly4abuN/0+6qvmQiMCIIgCD8amZRT/zzhX8nT05MZM2ZkOd4yYPtdzj4J/aqWvTIZNC1rxlrXqnm3SUEQfliSJLFmzRqmT5/Ob7/9xoABAz5a1yM+Pp5u3bpx9+5dNDQ0OHDgAFWr5s2/RRMmTMDLy4tTp06hoaHxRc8mJydjZ2fHqVOnWLx4Mfb29owfPx5JkrC3t2fDhg3Url0bgPPnz9O4cWO0tbWJiooiX758+Pn5UadOHQYOHEhSUhJz587l7NmzzJ8/n59++okrV658NEOiWrVqODk5ERcXx9q1a7/5fcitX375hYcPH1K2bFmWLFmS5/M3atSIiRMnqutX/VV0dDT9+vXjzZs37Nq1i5IlS+Y4DkCpVLJmzRpmzpxJx44d2bdvH9euXVM/o1Qq6dy5Mzo6Ori7u7Nnzx5Gjx5N8+bNefr0KTKZjPj4eAIDA0lLS6NSpUrZMkc+p379+jyiCAaOnb6qZe+H33sfPnzIvHnzOHToEMnJyVhaWgKgr69PeHg4ISEhaGlpERkZSaOBM3hfrDEqee7Lw+lqyZnSogyujrZftMeqVauyZs0add0cQRAEQfivExkj/+OGOhVHR/PLfvDPpKOpwRAn0S1GEIRvFxISQsuWLdmyZQtXr15l4MCBHw2KvHnzhmrVqnHr1i3Kly+Pt7d3ngVF9u/fz65du9i5c+cXB0UAtmzZQtWqVTEzM+PIkSP069cPAG9vb5KSkrK0DN6xYwcAFStWVB8TyuxI8+rVqywZI7q6uixYsOCTgQcbGxu0tbX/0YwRyKgz8vjx47/lKA3knDHyIWNjY/bt20f//v2pXbu2ur5HTjQ0NBg2bBj3798nNDQUuVxO69at1a3lNTQ0cHd35/Xr1/z666+4uLjg5ubGqVOnePr0KTExMfTs2ZOEhATs7e25efMmR44c+aLXEx8fj37kU+Jv7MLfrRXKxFgkSSJgcUcijn0+sPTh994KFSqwc+dO5s2bR6NGjbCxsSEkJIRXr14RFRWFpaUlixYt4ll4MsllW3xRUAQgKU3FnBNPeRgU80XPiYwRQRAE4UcjAiP/Q5ycnLIVQ61obcSUFqXR1fqyL2XGb5FKU8HKKO82KAjCD+nw4cM4ODhQtWpVrl+/TqlSpT469tKlS1StWpV3794xZMgQTpw4kaWN7bd4+vQpgwYNYt++fRQsWPCLn09LS2PBggVMnjxZfQwjc2+ZRVc/DPacOHEChUJBgwYN1Nd8fX2zteqNjIzk2bNn9O/f/5Oty62trQH+0RojAHXq1CE0NBQzM7O/ZX5zc3NCQ0M/OUYmkzF48GDOnz/P3Llz6dmzJ/Hx8R8db2VlxYEDB1i7di0BAQFUrVqVqKgoAHR1dTly5Ah79uxhw4YN9OjRg+nTpwOgqanJggULmDlzJnfv3qVIkSL07t2bxMTEXL+erl270rp+NeqXNAUgLSIAZWwYUlry5x9WplIk6h72/1/bK9PMmTOpX78+169fJzY2lnnz5qFQKAgPD+fXX3+l/dR1JKem53qPH0pOV7La88v+TonAiCAIgvCjEYGR/wBXR1umtCiDrpbGp5vUkJHCq6ul8VWptYIgCB+Kj49nwIABjB49mv379zNr1iy0tLQ+On7t2rW0bNkSSZLYu3cv06ZNy7POVfHx8bRv3565c+d+dfr/rl27KFq0KJUrV2bNmjXqoqtKpZIdO3Zk6UYTExNDWFgYenp61KtXT33dx8eHsmXLZskY8fb2JiQkhClTpnxyfRsbG+Li4ggJCSE5ORcfsvOIgYEBCoVC3eUlr2W27M2NChUqcPfuXTQ1NalSpQr379//5HhnZ2d8fX15/fo1xYsXZ8eOHUiShKmpKSdOnGDq1KmcPHlS3R7Y19eX0qVLExAQQKVKlQgJCSE+Pp5Jkybl+vV4enri5OSEuXYqGjr6pIW+JjXCH02jj7e3lZHxvffXlmVJ9T1P9+7dSUtLAzKCEHFxceqsqXz58jFu3DhcXV2ZO3cuLj36orB1ANnX/bciSXDxWfgXdasRgRFBEAThRyMCI/8Rro627B7gSNOyZig05ehoZv3S6mjKUWjKaVrWjN0DHEVQRBCEb3Lr1i0cHBxIT0/H29s7yxGTv0pLS6N///788ssv2NnZ4e3tzU8//ZRne5Ekib59+1KrVi369+//VXOoVCrmzZvH5MmT2bt3L/b29tjb2wMZH4QtLCwoU6aMevzFixcBSEhIUNccgYzASPHixYmIiMDS0hKlUsnhw4dp3bo1+vr6n9yDtbU1b9++/cdb9kLG6/+7jvDkJmPkQ/ny5WPTpk3MmDGDpk2bsmLFCj5VDq1o0aIcPnwYTU1N5syZQ7NmzXj9+jUlSpTg4MGD9OzZk/v37zN69Gi6devGtWvX2LNnD7NmzSI9PZ3ChQuzdu1anj179tm9KZVKrl69Sr169bh9+zamRvpovrhAUY1oFIWKgKQi6Y0Xb9cPJGhlDxJu7gVlGuX0Ynm/ZQDv7x3n0aNHHDt2jJYtW7J7926srKxQqVR06dKFggUL8vTpUwA2bdrEtm3bOLB3F1HHFqFKzQiWpbx9wruNQwhc3o3wg/OQVBlth+MfniPi2BJibx0gaEV30iIzWiEHre7De+8zlCldEjMzM3Xm6fPnz6levTqFChWiUaNG6kK0vr6+JCUlYWNjQ7169dTthF+8eEG1atUwMTHJcj00NJRWrVphYWFBo0aNCAsLy/XXWhAEQRD+LURg5D+kgpURa12rcn1CQ0Y3KYlzJUsalS6EcyVLRjcpyfUJDVnrWlUcnxEE4aulp6czc+ZM2rRpg5ubG5s3b/7kb5YjIyOpU6cOO3bswMXFhTt37uR595OlS5fy6tUrVq5c+dVzHD58GH19fRo2bMiyZcuytNN1d3fH1dU123iVSkWpUqUwMjIC/uxIo6enR5EiRdDQ0GDz5s1ARgHSz7GxsSEgIIASJUr8o8dp4uLikCSJmzdv/i3zf0nGyIe6du3KjRs32LZtG+3atcvS8vevGjVqRJ8+fbC1taVhw4ZUr16d+fPnq4uItm7dmoCAADZv3oy1tTVpaWlMnTqVxYsX8+7dO7S1tXFxcflkAAYysn8KFy6MtrY2jx8/JiEhAUuT/JRWxNKvVR2KGkhEHVmAYdVWdJyxGUXATeK3D2dSI1siwkJ5+/YtwcHB1KpVi/DwcDZs2EDLli0pXrw4hw8fJiIigtKlS6vXS01Npffq06hUEHcvo2hv3IMzGDn1wmq4O6rUJJLfeKnHJ/vdJz02FPPey9A0/jODJebRBTrN2cmoUaP4/fffAdi2bRv9+vUjLCyM4sWL4+HhAWT896RQKIiIiKBNmzbq4rQrVqygYcOG2a6PGDGC1q1bExwcTJ06dZgzZ86XfJkFQRAE4V9BBEb+g0z0FQysV4wlLpXY1LMaS1wqMbBeMUz0Fd97a4Ig/A97+fIlderU4fr169y/f58OHTp8cryvry9ly5bl0aNHrF69mo0bN6JQ5O2/Q5cuXcLNzY19+/aho6PzVXNIksTcuXOZPHkyt2/fJjIykhYtWgCQlJTEoUOH6NKlS5Znjh8/jra2Ng0bNlRfCwgIwMjIiLCwMIoVK0Z0dDRTp06ldOnSmJiYfHYf1tbWBAYGUrx48X+0AKu/vz9FihTh4cOHxMXF5fn8X5ox8qFixYpx7do1SpQogYODA1euXPno2NmzZxMeHo6enh63b9/mwoULVK1aFWtra8aOHUuLFi2IjY1l//79pKWl8eTJE1JTU6lSpYr6zx+2/83JpUuXqF+/Plu2bMHExARTU1N1wdxyZUrx7vlDKtmXxvztVc679cPRoRzvI0PR19dHkiRmz56NpqYmNWrUoHXr1tjY2LBv3z4MDQ1zXC86Opr4FAm9svVIeZeR0VKgYT+U8VFEHvudlHdPUSb82XJYrshHgSYD0dQvgEz+Z/Hh/I6dSEYLR0dH3r9/D8DUqVPR1dWlX79+HDp0SJ3pUaFCBZRKJYsXL+ann35S/3deu3ZtDh06lO36uXPnmDZtGubm5qxevTpXmTeCIAiC8G8jAiOCIAjCJ0mSxPJ1W6g7YBbGLUZh2XU2C66EsvbSq4/WLTh48CBVqlRBJpNx69Ytevbsmef7evv2LV27dmXbtm3Y2tp+9Tznzp0jMTGRNm3asGzZMoYPH67uaHP06FGqVq2KhcWfv30PCAggJiYGXV3dbPVFPiy8OmPGDNq1a0d6enquCsyam5sTHR2Nra3tP5oxEhAQgK2tLVWrVuXq1at5Pv/XZoxk0tbWZtGiRaxdu5bOnTsze/ZslEpltnFaWlrs2LGDWbNmER8fz6lTp5gwYQJt27bl1atX1K1bl/bt21O2bFlcXFywtbXll19+4ffff0dDQwNdXV2GDx+uPlKSE09PT+rVq8eKFSuIiYmhYcOGFCxYkPfv36OpmdExRkNDA319fa5fv86NGzdIS0tDpVJhbm6Onp4ekFFsVi6X06tXL4yMjHjy5AnR0dHZ1pPL5WhJaRmFQmQyJElFyPZxKOOjMajaBr0SjlnfK4uSyHKoRaJpbEF+Ha0sxYPbtm3L7du36dWrV5YjaPXq1aNo0aIYGBjg4uLC1q1bAXBxceH48ePZrkuSxMOHDwkJCSE4OBh3d/ePvn+CIAiC8G8lAiOCIAjCR3k+ekOl4av5/ZUxBrVceJJkwIVn4RzyfsfSc8+pNf8CA93v8iAwBsj4kDRx4kRcXFyoUaMGz549o3z58nm+r9TUVDp37syQIUNo2rTpN801d+5cJk2aRHBwMKdPn6Z3797qex4eHtmO0Zw7dw6ZTEZSUhJ169ZVX8/sSPPq1Sv09PTYuXMnv/32G1FRUbkKjMjlcgoXLoyhoeF3yRhp2LChunZKXjI1NSU6Opr09K/rqpKpRYsW3Lt3j4sXL9K4cWPevXuXbUzx4sVZvHgxXbt2JSkpiZ9//hkfHx+Sk5M5evQoiYmJ9OvXj9mzZxMaGoqdnR3t2rVjwYIFJCcnk5yczPDhw3NcX6lUcuXKFZRKJUqlEmtraywtLSlbtqz6+EutWrV4+fIlERERmJqaYmxsjIaGBm3atMnx9R87doxBgwZhbW3NkCFDCAoKIjw8XB34USqVnN6ziQSfiygsy6BKiiMtJpj8VVsj01KQ7Oedq/dOR1OD0n/phHP16lUGDx6Mra0thw4dUl+fNGkSkiQxcOBAOnXqpD5i1adPH65fv57teqNGjVi3bh0Ay5cvZ8CAAbnakyAIgiD8m4jAiCAIgpCjiZuO03PbfWL1i4CGFql/+SV9crqKlHQVZ3xD6bLhJpuvvKBRo0YsXryY8ePHc/HixY8eEfhW48aNw8TEhMmTJ3/TPNevX8ff358uXbqwZs0aunXrpt5zZGQknp6eODs7Z3nm2LFjpKWlYWlpiampqfr6hx1pTp8+zbRp0yhYsCBRUVG5OkoDGXVGtLW1/9GMkczASIMGDbhw4UKez6+hoUGBAgXUxTq/ReHChTl79iyNGjWicuXKHD9+PNuY7t27U6lSJcaOHQtAgQIF2LhxIx4eHkRFRXHs2DEWLlzIiBEjKFu2LO/fv2fTpk3qrjC7du3i7t27RMSnsPbSK0btvk+fP+7QZ8MlCtR2YZP7bt6/f69u01ymTBl1YMTExITff/8df39/7O3tadWqFWZmZkycOJHQ0FCWLVuWpY7J0aNHadOmDdu3byctLQ0bGxsaNGigzlDS1tYm9NJONDS1MKjcAg09Q/TLNeLt2n5EnVqFtnlx0qLffvZ9k4COla2yXBs/fjx16tShTZs2ODg48Pz5cwBatmxJWFgYJiYmHDlyRB0oGj16NMuWLct2fcWKFdy8eRNTU1MOHDjAkiVLcv31FARBEIR/C5n0uUpjgiAIwg8lMTGRzlNW8EizBDLN3NcEkdJTiLv0Bztnf3sWx6d4eHgwffp07t69qy58+rVat25Ny5Yt6dWrF0WKFOHy5cuUKlUKyGgv7Onpya5du9TjVSoVhoaGJCYm0r9/f9auXau+V61aNZYvX06nTp3Q09PD19cXDQ0NtLW1iY+Pz1V9FVdXVxo1asSgQYOIjY396ropX+Lnn3+mefPmuLi4YGJiQkBAAMbGxnm6RsWKFfnjjz+oVKlSns155coVXF1d6dixI/PmzUNbW1t9LzY2FgcHB37//XfatWunvp6SksKvv/7K77//TocOHbhx4wY9e/Zk9erVVKhQgTt37iAVsMHMqTvatg4Zz6Sr1M/LVOmoVCoKJAezdfzPVLQ2yravzAKqERER+Pr60rFjR3VLYRcXF6ysrNi8eTMRERHUqlWL8ePHc+LECe7du0eRIkUICgpi7969NGnShPXr13P9+nW0Gg7l7JNQvuYnNhnQ1N6Mta5VczV+165dHDx4kN27d3/5YoIgCILwP0pkjAiCIPwgSpUqhY+PD71792bSpEmcP3+e+vXrZxnj5eWFQ6N2+GqX/qKgCIBMU0GhpgOxsK+R7Z63tzfNmzf/pv0DPHz4kFGjRnHgwIFvDoo8ePCAe/fu0atXL3bu3EmVKlXUQRHICMB069YtyzOPHj1CpVKhq6ub5b3L7EhjY2PD27dvWbZsGZqamsTFxaFQKHJddDbzeRsbG968efNNry+3MjNGtLW1qVmzprrbSF761jojOalbty7379/n1atX6iMsmQwNDdmxYwcDBw4kKChIfV2hULBw4UKOHTvGoUOHSE9P58iRI5QrV47Y2FhsGnWjoMtvqAqXJ+X/M6I+JMk1kWlqE6NfhC4bbuJ+0y/bvvT19YmPjwfg/fv36q5NdnZ2nD9/HoAiRYpQrVo1kpKSeP36NWPHjiUkJIRHjx6xYsUKunfvDkC5cuV4/PgxQ52Ko6OpkW2t3JCp0hniVDzX4z/csyAIgiD8KERgRBAE4QdhbW1NWFgYAQEBBAQEEBYWpm6dq1QqcXNzo1mzZhRrMwRJQ/Or1khRSqz2zHoMpF+/ftSsWTPH4pJfIiYmhvbt27NkyRIqVKjwTXMBzJs3jzFjxqBQKFi+fDkjRoxQ3/Pz8+Pp06fZMl/Onj2LUqkkPT09S32RzI40v//+OwqFQh0Eym19kUyZnWn+yZa9AQEBFClSBOBvqzNibm6e54ERyDgmc/DgQXr16kXNmjXZsWOH+p6joyMjRoyge/fu2Yq1Nm/enHPnzhEfH4+vry9yuZzgfMVJLt0CuZYOMvmnfzySgKQ0JXNOPMkWHFEoFKSlpZGWlsb79+9RKBRs2rQJZ2dnrK2tCQ0NpU2bNiQkJNCpUydWr15Nq1at1IVZXV1dWbNmDYUKFSIuLg5fX1/KFTZgSovSaKLKvplP0NGUE39lG+baqbl+RgRGBEEQhB+RCIwIgiD8IDIDI3K5nMjISMLCwrC2tsbPz48GDRpw+vRpzl6+yatExVel7ENG84yLz8KzdKvZuHEjJ0+e/Ka9q1QqevToQfPmzbMVQ/0az58/5/z58wwcOJArV66QlJTETz/9pL6/Y8cOOnXqlOV4BvxZX8TQ0BArqz9rNvj4+GBnZ8fGjRuxt7dXX/+S+iKQkTESEBDwj7XsTUtLIzQ0lMKFCwP8bXVGzMzMvrpl7+fIZDKGDRvG2bNnmTlzJn369CEhIQGAiRMnIkkSCxYsAGDGjBno6elhamqKq6srPXr0wMjIiPv+USgcuyJpaKnnjbniQcwVj0+unZSmYs6JpzwMilFfkyQJXV1dfv31VwYPHsyNGzc4e/Ys7du35+XLl1y/fp0VK1ago6PD48ePadOmDZGRkVnmbdeuHe7u7ri6uqKvr8+bN28oGPOU5Bs7UGjK+KC5TM5UKnS05PzasgwtS+X/bBviD4nAiCAIgvAjEoERQRCEH4SNjQ2hoaEoFApkMhmhoaG8e/eO8uXL8/jxY16/fs3vW/cBEOIxkfCDcwla0Z3oS38QtKI7Mdcyam3EXN1J0IruBK3qSfzjjA/Ryf4PCfGYSNT5jbxc1BnH2nVJSkrKs73PmzePyMhIFi9enCfzLViwgKFDh2JgYMDy5csZPnw48v/PEpAkSf2h9EPJycncvHkTmUyGk5NTlnu+vr4EBwfTqFEjypQpo77+b88YCQoKwtzcHC2tjIBAlSpVCAgIyJNCqR/6uzJGPlSpUiXu3buHSqWiatWqPHjwAA0NDbZv387SpUu5desWACNGjCA8PJxr166xZ88ehg8fTr5qzsg0tT6zQs6S05UsO/uU/fv306lTJ7S0tEhJSSE2NpaOHTvy888/s2vXLrp3764u1nvq1Cnq16/PtWvXKFWqFJUrV+batWtZ5m3SpAkHDhwgJiaGBQsW0KNHD3b9NpS9A2vRtKwZCk05OppZf4zT0ZSj0JSjF/2CbmZhuDraMmDAANavX49KlbtsExEYEQRBEH5EIjAiCILwg7C2tubx48eYmZkBsHPnTk6fPo2uri7379/n6tWrHNjwO3HvXgOgbVESvbL1SQ19TYFmw0j2f0h6bBjJAY8oPGAd5t0XE31xs3r+lHfP0MxvitWw7cTExHxzlkimM2fOsGrVKvbu3Zstg+NrBAYGcuDAAYYPH46/vz8XL16kR48e6vve3t4kJydTs2bNLM/duHEDPT095HI5zZo1y3Lv3LlzxMTEUKpUKYoVK6a+HhkZ+UWBkX86Y+TDYzQAmpqa1KlTB09Pzzxd5+/MGPmQvr4+W7duZcqUKTRu3JjVq1djZWXF2rVr+fnnn0lJ+TOTKbPdbo26DVDYVQHZ1/1IJElwzjeY1Zu3Y29vj4WFBXZ2dowePRoLC4scC9lmdqPR1tZm0aJFrFq1ivbt2+Pm5pYlgFGnTh06duzIpk2baNmyJXXq1KGClRFrXatyfUJDRjcpiXMlSxqVLoRzJUtGNynJ9QkN2dynFuvmTSEpKQlHR0d0dXVz/TUVgRFBEAThRyQCI4IgCD8Ia2tr7t69i1Kp5MqVKyQkJDB27Fjat29PkSJFsLa2xrqKE8lvvABQWJRErq2r/v9IKjQNC1Gg8QDe3zlMxLHfUSXEqOfX0DPEoGobZJpaGFmX4P3799+8Zz8/P3r06MHOnTvVxz2+1eLFi+nTpw8mJiasXr2anj17YmBgoL7v7u7Ozz//jOwv5xXOnj1LcnIyMpksS+HVtLQ0Ll++zNixYwkMDMTOzk5970szRgwNDZEkCXNz838kY8Tf319dZybT31Fn5J/IGPmQq6sr169fZ9OmTXTo0AEnJyeaNGmSpb2vr68vgYGBPI7XI/rsOgKXu/J2TV+S/v/vP0Bq6CvebRxC0KpeJL68o74ee30PQav7ELSmL4kvbqGjo0NsUhrLly8nODiYV69e0aNHD2JjY7MFGdLS0jh16hStWrVSX2vVqhV3797l6NGjtGzZUp2xo1KpeP78ORYWFpw9ezZLFyQTfQUD6xVjiUslNvWsxhKXSgysVwwTfQWOjo7UqFGDFStWIJPJGDBgAOvWrcvVeycCI4IgCMKPSARGBEEQfhBmZmbcv3+fI0eO0KVLF8LDw7Mdd1FoyvlUeZHkQB/CD85Bq0BhCrYek+WepqGZOpigpfF1HTSyrJWcTMeOHRk/fny27jlfKzw8nG3btjFmzBgSEhLYvHkzw4YNU99XKpXs3LkzWzcagOPHj6NUKtHR0aFo0aLq66tWrSI1NZVBgwbx6tWrLBkjX1pjRCaTYWNjgyRJvHv3LkuGw98hsyPNh/6OOiPm5ub/SMbIh0qUKMH169cpUqQIDg4OdOrUieDgYJYuXYqZmRn29vaMGDGCuw99SYuPwWroVgq2GUfM5e3qOVLD3mD28zxMnScReWIpqrQUkl7dJcnPG8sBazFzmUXUqZUkp6RSd+AcvLy8sLa2pnbt2ixYsCDHIMO1a9ews7PLFuiztrbG09OTihUrUrlyZS5fvszcuXNJTU1FX1+fy5cvs2DBAhYuXJir1z9nzhwWLlxIdHQ0rq6unD59mrCwsM8+JwIjgiAIwo9IBEYEQRB+AI8ePVJ/2N+6dSuNGzdGX1+fjh07cuzYMQICAnj79i3+9zwxLFHlo/OkvHuGtllx9MrUJfFp1poImRUhdTTlGOp9Xb2GDw0bNkx9JCGvLFu2jM6dO1O4cGE8PDyoVatWlgyPixcvYmFhkaVOCEB0dDTPnj1DS0uLatWqqQNAYWFhzJ49m4IFC2JkZMTr16+/KWMEMj4gh4SEYG1t/be37A0ICMiWMVKxYkXCw8N59+5dnq3zd7TrzQ2FQsGSJUtYsWIF3bp1o2jRosjlcq5fv87r16/ZvHkz7xOTyV/DmZirHkSdW48yIVb9vF7JmmjoGaIoXAoN3fykR70lyc+b1JAXBK3pQ4jHBFRpySjjo3ifnKZ+LrNlb05BhqNHj9K6desc96ulpYWbmxsbNmygbdu2LFy4kAMHDuDv74+lpSWXL19m8+bNTJs2DekzFZJLly6Ns7Mzbm5uGBkZ4ezsnKsirCIwIgiCIPyIRGBEEAThP0ylUvH777/TsGFDxo8fj5GRERUrVsTW1hZra2vKlCmDm5sb9erVo1atWsycORNFoaIfnS9fqdqkRQYQtLIH6bFhyLR1SYt6m2WMBNgW0PumfW/cuFF9FOKvR1q+VmxsLGvXrmX8+PFIkpStRS+Ah4dHjl1vLl68iJGREUlJSVmOQEyZMoW6detSqVIl4uPjiYuLw9zcXH3/awIjmXVG/okCrDlljMjlcurXr5+nx2lMTEyIi4sjNTX3bWPzUuvWrbl79y6hoaHo6OjQqVMnrKysqFGjBtEvvYk6sxaFeQkK/DQk64Mf/t1T/28Jw1ouWA93x3q4O5aDN6GhX4D8On8GA782MJLJ1tYWDQ0N7OzsGDRoEDY2Njx9+hQrKysuXbrE0aNHGT169GeDI9OnT2fjxo0EBQXlugirCIwIgiAIPyIRGBEEQfiPCgoKUne2uHXrFj179iQ6OpoiRYrg6OiIr68vkFGPwc/PD39/f4YP6k/9kqZYuLqhU6QCRnW7YVS3GzpFKmDezQ1NIzMK912F9XB3CjTuj82YvWgVsFTfl8mgQSlTdnpsp1evXuq9ODk5cfPmzVzt+86dO0yaNIkDBw5kqf3xrdasWUOzZs2ws7NTHxVp2LCh+n5SUhKHDh2iS5cu2Z49c+YM79+/Ry6Xq9v63r17l2PHjlG5cmXs7e15/fq1OiMh05cWX4U/O9P8EwVYcwqMQN7XGZHL5RQsWDBXRzn+LlZWVvTs2ZOyZcvi6+tLx44duXnzJi+uHiOfXSV0i1cn8cmVLM8kPb+JMimO1JBXKBNi0CxQGJ0ilUjwvYwqOZ702DDerRuALCUeCz0VJiYmREZGolAoiIyMJDo6OkuQ4dmzZyQmJuLg4PDRfcbGxtKuXTvc3Ny4c+cOjo6OBAQEsHv3bgAKFSrExYsXuX37Nv3790epVH50LktLSwYMGMCMGTNyXYRVBEYEQRCEH5EIjAiCIPwH7dmzhypVqtCwYUM8PT2zHO/4nKFOxdHR/LoaITqaGgxxKv5VzwJERETQqVMn1q1bR+nSpb96nr9KTExk6dKlTJo0Ccg4UjNixIgs2ShHjx6lWrVqWFhYZHv+5MmTaGpqoqGhQZkyZVCpVIwYMYI5c+bw+vVrypYtm+0YDfy7M0YkScrxKA38d+qM/JVcLsfLywstLS2OHDmCnp4e27dtJ/7JNd6u7QsyGaqkWFTJCQBoFrAkZNtYwvbPxqT5cORaOugVr4ZeqZq82zSUEI8JFGgyCLmuAW4D2uHi4kLLli3Zt28fEyZMICIiAkNDQ/X6R44coVWrVh/NglKpVLi6utKoUSP69euHpqYms2fPxsXFheXLlzNjxgyUSiVGRkacOXMGPz8/unXr9slMnAkTJnD48GGePHmSqyKsIjAiCIIg/IhEYEQQBOE/JDY2lh49ejB16lSOHz/OlClT0NTU/KI5KlobMaVFaXS1vuxbhK6WnCktSlPByuiLnsukVCrp2rUrLi4utG/f/qvm+JjNmzdTs2ZN7O3tefXqFTdu3Mh2ZMbDwyNL0dWI+BTWXnpFv01XSavZl/zNRlC0xQCiElLx8PAgPT2dXr164ePjo573w8Kr8OXFV+GfyxgJDw9HT08PfX39bPfKli1LQkICfn5+ebbe96oz8qEZM2aQmJhIXFwce/bswd/fnynjR9N53i6sh/2BcYPe2Izdj1wnH0Z1u2HmMgvLgeuxGroVvZJ/tm82qt0Vq6F/YDVkC/rlnPipXGECXz6ha9eu6qyYcuXKERsbmyXrKbNN78fMnDmT2NhYlixZkuV6u3btqFmzJpcvX6ZJkyYEBwejr6/PsWPHSExMpH379tkKKav3amTE+PHjmTJlymeLsKpUKhISEnL8OyEIgiAI/2UiMCIIgvAfceXKFSpVqoS+vj5eXl5UrVr1q+dydbRlSosy6Gpp8LkSHzIZ6GppMKVFGVwdbb96zWnTpqFUKpkzZ85Xz5GT1NRUFi5cqM4WWblyJX369EFP7886KJGRkXh6euLs7MyDwBgGbL9L7fkXWHLuOedexqJdtAqaxWqSWrIxNd3OM+WkHyNn/Q7AkydP/iczRgICAnI8RgMZ3XEaNGiQp8dp/g0ZIx/q1KkTQ4YMIS0tjTNLx6H5yX5MH5eZJZUvXz66d+/OhQsXGDJkCJqamvj7++Pi4sKyZct4/vw5Dx48yHJ860MHDx5ky5Yt7N27F21t7Sz3ypUrx4sXLzh79iz169enSpUqnD17Fh0dHfbv34+BgQEtW7YkPj4+x7mHDRvG3bt3efLkySeLsMbHx6Onp4dGHnSVEgRBEIT/JSIwIgiC8D8uNTWVSZMm4eLiwsqVK1m9ejX58uX75nldHW3ZPcCRpmXNUGjK0dHM+i1DR1OOQlNO07Jm7B7g+E1BkcOHD7Nt2zZ27dr1xRkun7Njxw5KlixJ9erViYuLY9u2bQwdOjTLmL1799K8eXOO+EbRZcNNzj4JJSVdRUp61kKVSpkGqUoJuU0lfrsez/KT3hgZGWFoaJgtY0SSJKKiojA2Nv6i/VpZWfH27Vusra15+/bt31aw1N/fP8djNJkaNmyYp8dp/g0ZI381b948tLW16evcGOW9vcil9C96/mNZUjY2Njg4OJAvXz7mzZvHnTt31H8+d+4c6elZ1/Hx8WHAgAEcOHAAMzOzbOvY2dkRERFBQkIC06dPx8PDg169evHrr78ik8lwd3enWLFiNGnShOjo6Oz71NVl5syZTJgwgf79+3+0CKs4RiMIgiD8qERgRBAE4X/YkydPcHR0xMfHB29vb1q2bJmn81ewMmKta1WuT2jI6CYlca5kSaPShXCuZMnoJiW5PqEha12rfvXxGYAXL17Qv39/9u7dS6FChfJu82Qcz3Fzc2Py5MkA/PHHHzRo0CBbQMDd3R2bRt2Yc+IJSWlKPtPsA2RyktKUrL4eTOF6LgDZMkbi4+PR0tJCR0fni/aso6ODkZER0dHRWFlZ/W0tez9WeDVTZsbI5zqf5Na/LWMEQFtbm507d7Jx40Z2zR6KXcx9SE/lc32QJJUKVVoyo5yK5BgQ1NfXJy4ujoSEBFq1aoW7uzs//fQTjRs3Zs6cOVhbWzN+/HiePHlCdHQ07dq1Y/HixR/N8pLL5ZQpUwYfHx8g42vj5eXF7du3adiwIcHBwaxfv55atWrh5OSU4/vco0cPIiMjiYqK+mgRVhEYEQRBEH5UIjAiCILwP0iSJFatWkW9evUYNGgQhw8fzvOgwodM9BUMrFeMJS6V2NSzGktcKjGwXjFM9BXfNG9CQgLt27dn1qxZODo6fnb8jBkz0NPTw9TUFBsbG7Zu3frJ8QcPHsTY2BgnJydUKhUrVqxg5MiRWca8efOGF5GpHAnUJCnt061MPxT/8Bzvjiwh0qY+9wOiCAgIwNbWVn3/Y/VFFixYwIIFCz45d2adkb/zOM2njtIAFC9eHJlMlmd1Tv6NGSMAJUuWZP78+fTr149jSycysHgiaW/uooGEQjNriERKS0FTJlHOSEnYzskcmD86xzn19fWJjY1FV1cXDQ0NUlNT8fT0ZMGCBdy4cYMLFy4gk8lo1KgRRYsWxcbGhrZt235yn+XLl+fRo0fqP5uZmXHq1CmaNWtG1apVOXXqFIsWLcLZ2Zn69esTGBiY5XlNTU3mzp3LpEmT6NevX45FWEVgRBAEQfhRicCIIAjC/5iQkBBatGjBH3/8wbVr1xgwYMBHu1z8m0mSxIABA6hSpQoDBw7M9XMjRowgPDyca9eu8csvvxAREfHR+efOncvkyZORyWScPn0aPT096tSpk2Xcjh07sG0xgJR0FekxoQSt7vNFr0Mpk/P7KR8KFiyIrq6u+vrH6ouMHz+e8ePHf3LOzDojf2cB1s8dpcnrOiPm5ub/ysAIQO/evSlTpgy//PILkwZ24/zMLuQ7PxfTkNuU0YlDN+olTYobknxnHzHbhjOmugHV7Apx9uzZHN8ffX19YmJi1EGGK1euULJkSczNzQEoU6YM8+fPp0ePHtjY2JA/f36KFCmCq6sr58+fz/GYS7ly5Xj8+HGWa3K5nMmTJ7Nnzx4GDBjAxIkTmTJlCv3796devXrZgmpt2rQhf/78aGtr51iEVQRGBEEQhB+VCIwIgiD8Dzl06BCVKlWievXqXLt2jZIlS37vLX21FStW4Ovry5o1a74qsGNtbY2lpSWvXr3K8f7p06dJT09XHy9avnw5I0eOzLKWJEm47z1ElI7F54/PfJSMm/7vKVLSPsvVyMjILy68mumfyBj53FEayNs6I2ZmZv+6ozSZZDIZ69at4+jRoxw7doxSpUpx+/IFKutG8WTLRNLOr6BFgXBG/GRPaVtLunbtyrx589DU1KR9+/bZaobo6+tnCTIcOXKE1q1bZxmzZ88edu3axfnz5zl48CAvX76kWrVqjB07Fjs7O6ZPn57lGFVOgZFM9erVw8vLi0ePHuHk5ESnTp2YNGkSTk5OWZ6RyWTMnz+fefPm0bp162xFWEVgRBAEQfhRicCIIAjC/4D4+Hj69evH2LFjOXjwIDNnzkRLS+t7b+urXb16ld9++439+/dnybL4Er6+vuq2toMHD8bMzAw7OzvOnDkDZLQ4NTAwwNLSkoEDB3L69GmUSiUqlUo93tramiitgsjlcsIPzSd460iUcREELvuZ0J1T1GvFXN1J0IruBK3qSfzjPwMF6e/DCN46mjfLuhMl/dnlxt3dnZ9//plbt25lO+4zY8YMZsyYkeXaxo0bsbKywtTUlOnTp/8jGSMBAQGfzBiBvK0z8m/OGIGMtrYeHh7079+f4OBgdHR0WL58OcuWLSMyMpL+/fszbNgwwsPD6dGjB926dWPBggXExMQwenTWIzX58uUjPj6e/PnzI0lStja9Dx8+ZOjQoRw8eBBTU1MAChYsyMiRI/H29ubgwYNER0dTvXp1GjZsyPbt2ylWrBiPHj366NfC1NSUY8eO0bZtW6pVq4aFhQULFiygcePG3L17Vz2uTp06VKxYkQIFCmQrwioCI4IgCMKPSgRGBEEQ/uVu3rxJpUqVkCQJb29vatas+b239E2Cg4NxcXFh69at2drb5sbKlSsxMzPD3t6eESNG8PLlS8LCwggKCsLDw4Nff/2VK1euoFQqGTZsGLVq1eL69ev89NNPXLt2jTt37qjH161bl6S3z0hJV2HabgIWvZahYVAQ65E7MOua0TY4PTaM5IBHFB6wDvPui4m+uFm9l9SQlxRsOx6z7gt5eessb9++5enTp0yYMIGRI0fSrl07pk6dmqU2RE7GjBnD2bNnefPmDQ8fPqRgwYJ/a8ZIQkICCQkJn61LU6RIEQwMDNRFP7+FsbExSUlJJCcnf/Ncf5fatWszaNAgevTooQ4YtG3blocPH6JSqahevTqzZ8/mwIED9O3bl61bt1K+fHlWrVqFv78/ABHxKZx4k0Zixc7EVXal9/pLKEs2oHDRjOyuyMhI2rVrx/Lly3FwcMhxHw4ODixfvpygoCAGDx7Mzp07qVatGnFxcRw/fvyjwRG5XM748eM5ePAgw4YN4969e6xcuZIWLVpw5coV9bi5c+eyc+dOtLW1sxRhFYERQRAE4UclAiOCIAj/Uunp6cyYMYN27dqxcOFCNm3ahIGBwffe1jdJS0vDxcWF/v3706JFi6+aY9iwYYSGhvL69Ws2b95Mamoq48aNY/r06YwcOZKwsDDmzZuHoaEhjo6OKBQKXr9+TdOmTVGpVNSoUYNx48YxdepU9u/fjzIl8ZPraRoWokDjAby/c5iIY7+jSohR39MpUhEtYwu0jMwxsi7F3bt3OXv2LK1bt0Ymk2FjY0P79u3VWSwfU7duXX799VcOHjzIpk2bKFWqlLqYa1BQUJ637M3MFsnNEaa8qjMik8koVKjQv/Y4TaYpU6aQnJzM4sWL1desra3x9PQkKCiIESNGYG1tTVpaGjVq1MDExAS5XE6DDr0YsP0utedfYLt3FHK7GiQa2eHpl4BGpTbUXnCR/tvu0K7PSDp27EjXrl0/uxeFQkGnTp04ceIEjx49onDhwgwePFhdo+Tdu3c5PlerVi28vLx48eIFCxcu5Pfff6d9+/acPn0ayDiW07JlS6ytrVm3bh0R8SmsvfSKIxEFuJuvGqN232ftpVdExqfkzZsqCIIgCP9yIjAiCILwL/TixQvq1KnDzZs3uX//Ps7Ozt97S3liwoQJGBgYMG3atG+eq2jRotSoUQNPT0+GDRtG1apVWb16NampqTx8+JB8+fIhk8l4+fIl5cuXx9jYGICdO3cybNgwFAoFdnZ2aMg//a0wOdCH8INz0CpQmIKtx2S9+UFgQaGlleU3+ZnFV2Uy2WePohw5coRhw4bx7NkzypcvT758+QgMDERbWxtLS0v8/Py+7M35jM8VXv1QXtYZ+Te27P0rTU1N3N3dWbhwYZYjKBUqVKBnz57UqVOH58+fs3jxYoYPH46enh72bQeS7jSMM74hpKSrSFVm/XqrZJqkpKs46xtCUKmOlGs3+Iv3ZWlpSYsWLRgzZgybN2/m5cuX2Nvb07JlS/bt20dKStYghomJCYcPH8bFxYWxY8cyZswYunfvzoEDBwCYOXMmd9+Ec0UqTS238yw595zXShPeSsYc8n7H0nPPqTX/AgPd7/IgMObL30hBEARB+B8iAiOCIAj/IpIksXHjRmrVqoWrqysnT57EwsLie28rT+zevZtDhw6xfft25J8JRuRGcHAwN2/eZMuWLTRq1IjWrVuze/duYmNjGTt2LDKZDKVSyZMnT2jSpIn6uWvXrtGoUSP8/PywsLBAS0OOQjNjP3JdA1TJcahSkzP+Ly2ZlHfP0DYrjl6ZuiQ+vZZlD8n+D0mPDSMt8i0xgc+pXLkyjRs35tixY/j7+yOTyThw4ABNmzb96OtISEigZMmS2NvbM23aNPT09Hj//j1RUVGkpKT8LcdpclN4NVODBg24dOkSSqXym9f9t7bs/asiRYqwatUqunbtSlxcnPr6jBkz8PT05ODBgxQpUoQ6depQv++vxBZrjFxLB/hMBo5MjqShxbxTT3G/6ffF+ypfvjyPHz+mVq1abNiwgaCgIFxcXFi1ahVWVlaMGDECb2/vP5eTyRgzZgxHjhxh/fr1NGrUiKFDh7J9+3Yuv1Nh6Dwd7aJVSVVKpKRn7YSTnK4iJV3FGd9Qumy4+VX7FQRBEIT/FSIwIgiC8C8RHh5Ou3btWLVqFZcuXWLYsGH/k214c+Lj48OwYcPYv3//V3dqybR8+XJMTExwcHDAxcWF3bt3s2/fPooWLUp0dDSJiYl07twZgAsXLqCjo0OxYsXUz/fq1Yu9e/eyfft2ypYtS3JcNMrkBADkCj3y1+jA27X9eLu2L8qEGPKVqk1aZABBK3uQHhuGTFuXtKi3AGibFiFs3yxCPCYwY+ZMbGxsKFOmDG5ubhw/fpz58+cza9Ysypcv/9HXky9fPkaOHEmlSpUoXLgwderUwdHREQsLC96+ffu3FGANCAjIdWDEwsICMzMzHjx48M3r/lsyRi5duoSdnR1FihRh9+7dOY7p1KkT9evXZ8SIEeprhQoV4pdffmH+/Pl4e3uja1WaVdeDQUM7y7PJ/g8J8Zj40fWT0lTMOfGUh0ExX7Tvv3amyZcvHz169ODixYvcunULY2Nj2rZtq65RktnKukaNGnh5eZGcnEyBAgWYuPE4M448QinTgM8EKSUJktKUzDnxRARHBEEQhP8smZQXpeYFQRCEb3LixAn69etHjx49mDVrFtra2p9/6H9EbGws1atXZ/LkyfTs2fNvXat3797Y2dkxdepUABo3bkzv3r3p1q1blnF79uxh48aN6tofA7bf5eyT0K9q2SsDNEIe83LLhCzX69aty5w5c6hXr95XvZZ69eoxa9YsvL29efXqFStWrPiqeXLi6upKkyZNcv31GDJkCMWKFWPs2LHftO6UKVPQ0dFRf32+h5SUFOzs7Ni5cydFixalevXqPHv2LMeiowkJCVSuXJmZM2fSpUsXAJKTkylTpgxbt25lmVcS90LSkP0luJDs/5CYqzsw7+b20X3IZNC0rBlrXavmeu8xMTFYW1sTGxubLetqxowZLFiwQH2ErFixYjx58kT930DTpk3R0NBgyuL1eISYItNSfHKtqDNrUViVIV/Z+upruloa7B7gSAUro1zvWRAEQRD+F4iMEUEQhO8oMTGRoUOHMmTIEHbt2oWbm9t/KigiSRK9evWiYcOGf3tQxN/fX12rA+Dx48f4+vrSqVOnbGM9PDyyBEuGOhVHR1Pjq9bVlEsUS36V7XpmjZGvZW1trW5HnNcZI19ylAbyrs7IvyFj5PLly5ibm1OvXj2sra1xcHDg8uXLOY7Nly8fO3fuZMSIEbx58wYAHR0d5s2bx6iJU/GJkrIFRXJLkuDis/AvKnBqZGSEsbHxR2vOjBgxgvDwcO7du8fLly+5d+8eTZo0Yfbs2djY2DBp0iT88pVC/pmgCECBnwZlCYoAJKcrWe2Z912SBEEQBOF7E4ERQRCE7+TevXtUrlyZ9+/f8+DBg6/OLPg3W7BgAcHBwSxduvRvX2vRokX069dPXWR1xYoVDBo0KFugKTIykkuXLmUpaFvR2ogpLUqjq/Vl3xZ1teQ4Kt5R3jJ7tkFkZOQ3BUZsbGwICAj4W2qMfMlRGgAnJyeuXr1KWlraN637b6gx8uTJkyxtogcOHMjr169xcnJSX+vVqxdbt24FICQkBLlcTqlSpdRFg2vUqIHPQ2913ZWYKx7EXPH45Lop754RvGUkgStciTy5AkmSiLzkTt0GjbC2tmbEiBGUK1dOXY/m9u3bVK5cGXNzcwYMGKAu4KtQKJg0aRLjx4/HxMQkW9FVyAiqWVpaEhERwcCBA7l58ybnzp0jUaXBtdfRfG2q8NcEcwRBEAThf4EIjAiCIPzDlEol8+bNo3nz5syYMYPt27djaGj4vbeV586fP8/SpUvZt28fCsXnf0P9LUJDQ/Hw8GD06NFARrbGnj17GDhwYLaxe/fupVmzZtmOTrg62jL+pxJIaSlIKlW257KS0JCUTGlRBt2gu1lqmEBGpkxeZYzY2toSGBj4zUGJTOnp6QQHB2NpaZnrZwoWLIitrS337t37prX/DRkjsbGx6Onpqf/ctm1bKlSokOPY8PBwhg8fzq1bt6hXrx5r1qzh/v37yGQytHX0SJdyVwNIUqYRcXQRJi1HYTX0D9JjQkh6foN0lURccjpTp05lx44dbN++nbNnzxIeHs7PP//Mxo0bCQwM5PXr1xw6dAjIqHNy8uRJDA0Nefr0aY7/bfn6+qqzjWxtbblw4QJDhw7l9sMn6OjoEP/wHBHHlqjHh3hMJNn/YZY5Io4tIf7hOfWf4x9fJGh1H14v78mYOcsA8PT0xMnJibFjx2JsbEy9evVISkrK1XsiCIIgCP8mIjAiCILwD3rz5g1OTk6cPXuWe/fuqesW/NcEBATg6uqKh4cHVlZWf/t6S5cupWvXrpibmwOwceNG2rRpg5mZWbax7u7uuLq65jhPyJW9RO75lXT/e6BMQ1OWNUCio5nRwaZg0lt6WkXj6mjL69evs2QgQEZtCi0tLXR0dL76NWVmjCgUCgoXLpxnLXvfvXtHoUKFvvjIVsOGDbl48eI3rf1vyBjR1tZWZ1nY2tpibGzMq1dZj0JlZmfcvHmTt2/fUqNGDR4+fEhkZCT79+8HQCbL/Y9QaZFvSY8NI3T3VIJW9SQ19BVpkYEAxGvoM336dOLi4mjevDmSJGFra8urV6+oUqUK2tranD9/HhcXF4yNjbl79y4JCQls2LCBWrVqUbZsWSpVqsT69etZuHAh2tra2NvbU6BAAfr06UN4eDgdO3ZEoVCQXqxutu4zudt/IDGeWzDv5oaZ6wIOrP+dR48eqd8ja2trQkJCiImJ4eTJk188vyAIgiB8byIwIgiC8A+QJIlt27ZRvXp12rVrx7lz57C2tv7e2/pbpKSk0LFjR0aPHk3Dhg3/9vViYmJYv349v/zyC5CREbFq1aos3UQyvXnzhmfPnuXYPjcgIAA3NzcSg54SdXg+8R6jaGKWSqLPRRqVLoRzJUtGNynJ9QkNkV3bSJMqJQF49epVtsDIt2aLwJ8ZI0CeHqfx9/fHxsbmi59r0KDBN9cZ+TdkjBQtWlRdL8TPz4/27dtny8Z5+zaj65AkSTRo0ICQkBDCwsLYs2cPf/zxB7GxsXzYMEoZF/mZVSU0jS2wHu6O9XB3LIduxaBKawBKFS/Ozp07qVmzpjpodOPGDUqXLo0kSSiVSqKiovDz8+P169fqAMnFixc5fvw4e/fuZcuWLbRs2ZKuXbty5swZ9R5r1KhBvnz56NatG127dsXY/Mu/7gBJb7zRLV4dTcNCaOY3xaaKk7pwsampKSNHjkShUODg4MD79++/ag1BEARB+J5EYEQQBOFvFhUVhYuLCwsWLODcuXOMHTs2W0eJ/5KRI0diZWWlDlT83VatWkWrVq2wtbUF4PDhw1hbW1OlSpVsY3fs2EGnTp3Q0tLKdm/06NHo6elhZGREsWLFaFzXkaIpr0j2XM+mntVY4lKJgfWKYaynxZMnTyhbtixpaWm8e/cuW72Ob60vAn9mjAB5WoD1SwuvZqpXrx43b97MsaZFbuXPn5/U1FQSEhK+eo5v1aRJE54/f46npydxcXFcvXqVqKgoAgMDkSQJb29vLl26BICjoyNeXl74+vqSnJzMggULcHBwYOrUqaTGx6IlpZL+PoLEZ9c+uaZWASuktBSS/R8iqZREHFlE/KNzaMplFDTInrlTqlQpEhIS8PT0RJIk+vTpw759+zA2NsbGxoaYmBgsLS0pWbIk9vb2ODg4YGlpiZWVFU5OTvTo0QMnJye0tLTQ09Nj7Nix9OzZE/uSdjnsLjeBnay0NTXUWTVFixZVtxX/r7QXFwRBEH48/92fzAVBEP4Fzp07R8WKFbGysuLu3btUrFjxe2/pb7VlyxY8PT3ZunXrP/IhKSEhgeXLlzNx4kT1tWXLljFy5MhsYyVJ+ugxmlOnTnHjxg2USiVWVlbI5XKaN29OUFAQ+fLlyzI2ICAAIyMjDA0NCQgIwMLCItuxlLzIGDEyMkKpVBIbG5unGSNfWnj1w/2ULl2aW7duffXaMpnsu2eNGBsbs3//fvr27UuVKlWwtLTE2NiYChUqUKNGDX7//Xd1Yd5ChQqxadMm2rVrR5EiRahbty579+4lICCAao6OBG4dR9TZtejZO31yTZmmFqZtJxB1fgNBK3sg19bFwKE5ElDWInvhXoVCwZ49exg1ahQWFhbo6+szaNAgADQ1NTEyMuL58+cfXS84OJibN29SqlSpLNdLm+dHoSlHrtAj/X0YAIkvb5Me8+njTbq2lUh6dYf02DA0EqPwv3dRnXX1Xw7yCoIgCD8Oze+9AUEQhP+i5ORkJk2axL59+9iyZQuNGzf+3lv623l5eTF+/HguXbqUrbDp32Xjxo3UrVuXMmXKAHD//n3evHlDu3btso29f/8+KSkp1KxZM8v15ORkhg8fjr6+PgqFgujoaGJjY2natCnHjh3L9lp8fHywt7cHMo7R/LXwKmQERkxMTL7ptclkMmxsbNRFNDOPLnwrf3//rw7QZdYZ+ZYOSmZmZoSGhmY7fvRPatiwYba6IoMHD85xbKtWrWjVqlWWazt37qRevXq0n7WXG4EJSH9p86JTpALmRbIWdFVYlqZwnxXqP8tk0GnAaBa4VgUyCpnCn/VNHB0d8fb2zrafGTNm4OPjw6NHjyhXrlyWe8uXL2fDhg1oaWnRvXt3WrduneVIWccqViw59xwdu8q8v3OIEPfxaJsVQ2FVJsfXnnleSKugNUb1exHiMREZEkvmz6F8+fLqPQuCIAjC/zoRGBEEQchjDx8+pFu3bpQuXZoHDx58c+bA/4KoqCg6duzIqlWrKFu27D+yZmpqKosWLVJ364CMD4ZDhw7N8aiMh4cH3bp1y5bJsmjRIkxMTEhMTOTVq1fIZDJKliyJubk54eHhGBkZZRnv6+urDozkVHgV8iZjBDLqjOR1y15/f3/atGnzVc82aNCAefPmMX369K9e39zc/LsXYP1WZcqUYc6cOazwWISi/lCS0768oKmOpgZDnIp/1frlypXj8ePHWa7NmDGDGTNmZBv7YdHegvoK6pc05eyTUMxdF+Q4tzI+Gg19Y9JjQtAo+2cATL9cAwzKN6BpWTOG/X8wx8nJKUtwJLPFsSAIgiD8rxH5j4IgCHlEpVKxePFiGjVqxC+//MKePXt+iKCIUqmkW7duODs707lz539s3e3bt2Nvb6+uJRIWFsahQ4fo169fjnvcuXMn3bp1y3Ldz8+PpUuXEhsbS8eOHbGysqJw4cI0b94cyKgV8tfMDx8fH3Xw52MZI3lRYwRQZ4wULVqUgICAPGnZ+7VHaQDq1KnDvXv3SExM/Or1v/dRmrzSv39/ShZUUCrRB12tL/txSldLzpQWpalgZfRVa5cvX17dFeZLDXUqjo6mxkfvh+6eSuDSrmjkM0LHtlKWe98SzBEEQRCEfzMRGBEEQcgDgYGBNG7cmIMHD3L79m169OjxwxQinDVrFomJibi5uf1jayqVStzc3Jg8ebL62vr16+nQoQMFCxbMNv7ixYsULlyY0qVLZ7k+atQoGjduTP78+YmPj0dfX5+kpCSaNWsGZHS8KVSoUJZnPjxK809ljCgUCiwsLPD39/+m+SRJ+uquNAD6+vpUrFiR69evf/Ue/g0te/OCTCZjw4YN3N+znLZFVOhoyUH6dOaITAa6WhpMaVEGV0fbr147p4yR3KpobcSUFqU/Gswp3Hcl1qN2Yuo8CZn8zwDKtwZzBEEQBOHfTARGBEEQvtGuXbuoUqUKTZo04dKlSxQtWvR7b+kfc+zYMTZt2sTu3btzPL7yd9m3bx9mZmbUrVsXgLS0NNasWZNji1748xjNh44fP46vry9eXl7Mnj2b8+fP8/btW2JjY9V1SOLi4rCwsFA/o1KpePLkibqmSU6teiHvAiOZGSOQNy30xwZrAACoHUlEQVR7IyMj0dbW/qYaMJl1Rr7WfyVjBKBAgQJs376dbVP7s7ZjKRyt9ZDSU1FoZg2K6mjKUWjKaVrWjN0DHL8pKAJQrFgxQkJCiI+P/6rnXR1tmdKiDLpaGnwufptXwRxBEARB+DcTgRFBEISvFBMTg6urKzNmzODkyZNMmjQJDY2Pp6j/17x69Yo+ffqwZ88ezM3N/7F1JUli7ty5TJ48WZ2Vs2/fPkqWLEmFChWyjU9KSuLQoUN06dIly7URI0bQtm1bzM3NcXBw4MWLFyQkJNCkSRM0NTNKcCUkJGBlZaV+LrMjjZGREZIk8fr167+t+Cr8mTECedOy91uO0WRq0KABFy5c+Orn/ysZI5nq169P3759cRs/hB2DG1A/5iylUl/iXMmSEnrJ6AQ/ZFTjElyf0JC1rlXzJONCQ0ODMmXK4OPj89VzuDrasnuAI03LmqHQlKOjmfVHwrwO5giCIAjCv5kovioIgvAVLl26RM+ePWnZsiVeXl7o6el97y39oxITE+nQoQPTpk2jVq1a/+jaJ06cQCaTqeuAQEbR1QkTJuQ4/ujRo1SrVi1L5seCBQuoWLEiBw4cYMuWLVy8eBE7OzuioqJo0aIFkPEaVSpVlqDPh8doIiMj0dDQwNjYONua/9aMkW85RpOpZs2aPHr0iLi4OAwMDL74+f9Sxkim6dOnU69ePZYtW8b8WVMpV64cy+7epUgnZ2rXro3mC1NM6mevffMtMo/T1KhR46vnqGBlxFrXqkTGp7DPK4inwXG8T04jv44WpS0M6FjZChN9RR7uWhAEQRD+nURgRBAE4QukpqYybdo0tm3bxsaNG9Ufon8kkiQxaNAgypUrx9ChQ//xtefMmZMlW+T27duEhITQunXrHJ9xd3fPcozm9evXrFixgl9++YW4uDjq1atH//790dTUJCoqSl1fJDw8HE1NzSwBDl9f388WXoW8K75qZWVFUFAQKpWK4sWLc+7cuW+aLy8yRnR1dalWrRpXrlz5qr///7WMEQBNTU08PDyoUaMGTk5OjBo1iokTJ7J7925Wr15Ns2bNcHZ2zpMsokzfUoD1r0z0FQysl/PfZUEQBEH4EYijNIIgCLnk6+tLjRo1ePr0KQ8ePPghgyIAa9aswdvbm3Xr1v3jBWYvX75MREQEHTp0UF9bvnw5w4YNy/EYU0REBJcuXcLZ2RnICKyMGDGCUaNGsWrVKmbPno0kSZw9e5bXr19jZWWFpaUlkBEY+WtGSG4Kr0LeZYzo6upiaGhIWFjYvyZjBL6tzkhmxogkSd+8j3+TokWLsmzZMrp27cqgQYO4fv06N27cwMHBgc6dO2cpFJwXvqUAqyAIgiAIWYnAiCAIwmdIksTKlSupX78+Q4cO5eDBg5iamn7vbX0XN27cYMaMGRw4cIB8+fL94+vPnTuXiRMnqoMgwcHBHD9+nD59+uQ4fu/evTRv3lxdbPTo0aO8fPmSfPnyUbFiRRwdHXn9+jVJSUmkp6fTpk0b9bNhYWFIkvTRwMjHMkYkScqzwAj8WWekaNGi+Pv7k56e/tVz+fv7f3PGCHxbnRF9fX2Ary4c+m/WtWtXHB0dmTx5MnPmzGH06NFIksTs2bM5evQot2/fzrO1RGBEEARBEPKOCIwIgiB8QnBwMC1atGD79u1cv36dfv36/TBteP8qNDSUzp07s3HjRooXL/6Pr3/37l2ePHmCq6ur+tratWvp2rVrjnU+IKMbTeb4xMRERo4cyaJFi1i4cCGzZs0C4OzZsxQtWhRtbe0sdUvCwsJQKpUYGRkB2TvSfCxjJDExEQ0NDXR1dfPkdWfWGdHR0cHc3PybWvbmxVEagOrVq/PixQuio6O/6vn/Yp2RTCtWrMDT0xMdHR3S0tLYvXs3RkZGzJ8/n8GDB6NUKvNkHUtLS1JSUggPD8+T+QRBEAThRyYCI4IgCB9x8OBBHBwcqFGjBlevXqVEiRLfe0vfTXp6Ol26dKFnz55Zsir+SfPmzWPcuHFoa2sDkJKSwrp16xg+fHiO49+8ecOzZ89o2rQpAG5ublSvXp2nT59Sq1YtHBwcADh37hypqakkJiZSu3Zt9fMhISGkp6erC4x+2JEGPt6qN6/qi2T6sDPNtx6nyaujNNra2tSsWZNLly591fP/xTojmQwMDNixYwfDhg1jwoQJTJw4keTkZFxdXcmXLx/r1q3Lk3VkMpnIGhEEQRCEPCICI4IgCH8RFxdH3759+eWXXzh48CAzZsxAS0vre2/ru5o8eTLa2trMnDnzu6zv6+vL1atX6dfvz84eu3fvpmLFiuoMjr/asWMHnTt3RktLixcvXrB69WpmzZrFwoUL1a9DqVRy4cIFnj9/Tt26ddVBF4DAwEB0dXWRyzO+VX54jAb4ZKvevAyMfNiZ5lta9iYmJvL+/XvMzMzyZF/fWmfkvxoYAahWrRrjxo1jxYoVVKpUiWXLliGTyVi1ahXTp08nLCwsT9bJywKsgiAIgvAjE4ERQRCED9y4cYNKlSohk8m4f/8+NWvW/N5b+u727dvHnj172LFjR44FTv8Jbm5ujBw5Ut0WWZIkli1bxogRI3IcL0mSuhuNJEkMHz6ciRMnsnfvXpo0aaIOcHh5eVGgQAHkcjnt27fPMse7d+/U9TAga0ea5ORkwsLCsLKyyrZ2VFRUnnYfyauMkcDAQKytrdWBnm/1LXVGzMzM/rNHaTKNGzcOhUJBkSJFWLhwIWFhYZQvX54ePXp8tLX0lxIZI4IgCIKQN0RgRBAEAUhLS2P69Ok4OzuzePFiNm7cqD5C8SN78uQJgwcPZt++fXn6Yf9LvHnzhuPHjzNkyBD1tevXr/P+/fssNUE+dP/+fVJSUqhZsyaHDh0iMDCQHj16sGzZMqZPn64ed+7cOQoXLkxaWpq6TW+m0NBQddFWyJox4ufnh42NDZqa2bve/1szRvLqGE2mypUrExgY+FXZD//1jBEAuVzOtm3b2L17Nw0bNmTGjBkAzJgxg7Nnz3Lt2rVvXkNkjAiCIAhC3hCBEUEQfnjPnz+ndu3a3L59m/v379OuXbvvvaV/hbi4ONq3b4+bmxtVq1b9bvtYuHAhAwcOVNf2AFi2bBnDhw//aPaDh4cH3bp1IzExkVGjRrFy5UpWrFhBmzZtstSKOXv2LJGRkZiYmGQrShoREZElwJHbVr3/1hojeVV4NZOmpiZ169bF09Pzi5/9ETJGAAoXLsyGDRu4ceMGe/bswdfXFwOD/2PvvuOqrL8Ajn8uXKZMAQEFwZF7T8xtjrKyUlPLmZaWO/fKmXvPTDM1tTRztLSUFGdo5t4TZE/Z+977+4MfN6+ADIELeN6vV6/keb7Pc8+jKNzD+Z5jyfLlyxk+fPgLTRgCqF27Njdu3Ch1o4+FEEKIoiaJESHES0uj0bBp0yZatmzJwIEDOXToEM7OzvoOq1jQaDQMHjyYVq1aMWTIEL3FERQUxO7duxk7dqz2mJ+fH56engwaNCjLa1QqFT/88AN9+/Zl/vz5tGzZkjp16rBhwwa++OIL7bqEhATOnz/PgwcPeOuttzLdJzIyUjuW+dmJNNmN6s24riATI87OzkRERJCcnEzlypXx8fHJ1xvqghrV+7QOHTrkazvNy1AxkuHtt9/mnXfewdXVlYkTJwLQq1cvHBwcWLdu3Qvdu2zZslhaWmoTZ0IIIYTIH0mMCCFeSqGhobzzzjt8/fXXnDx5khEjRry0Y3izsmLFCnx8fFi7dq1e41i5ciX9+vWjXLly2mMbNmygf//+Ottcnnb8+HHKly+PQqFg06ZNLFu2jCVLltCnTx/c3d21606fPk3VqlUxMDCgR48eOvfQaDRER0drG5U+O5HmeRUjBZ0YMTQ0xNnZmYCAAExNTXF0dMzXG+GC3koD6X1G8tOAtTSP683K0qVLSUlJ4cKFCxw5cgSFQsG6dev48ssvCQwMfKF7y3YaIYQQ4sVJYkQI8dL5/fffadCgAbVr1+bvv//OdqrJy8rLy4ulS5fy008/YWpqqrc4IiMj+eabb5gwYYL2WGJiIt988022I3ohfRvNhx9+yKhRo5g+fToKhYItW7Ywbdo0nXVHjx7FxsaGtLQ0WrdurXMuLi4OhUKBvb09kHkiTU4VIwXdj+XpPiP53U5T0FtpAOrVq0d4eDgBAQF5uq40j+vNipmZGXv27CExMZFRo0ahUqmoUaMGn3zyibaKJL+kAasQQgjx4iQxIoR4aSQkJDB8+HBGjBjB7t27Wbhwoc54VgH+/v58+OGH7Nixo8DfROfVunXrePfdd3WqHHbt2kXz5s2pWrVqltckJiZy8OBBLC0tCQoKYuTIkSxcuJBBgwZRoUIFnbWenp74+flRr169TAmg0NBQzM3NsbW1BXQn0kDRVoyAbp+R/DZgLYyKEQMDA9q1a5fnqpGMHiMvU2+MOnXqsHDhQgIDA9m8eTMAM2bM4PTp0/keewxSMSKEEEIUBEmMCCFeChcuXKBhw4bExcVx5coV2rRpo++Qip2UlBTef/99Ro4cSadOnfQaS1xcHGvXrtUZa6rRaFizZg1jxozJ9rpff/2Vhg0bMnfuXNavX09QUBC7du1iypQpOutCQ0N5+PAhjx8/pnfv3pnuExoairGxsTYx8nTFiEaj4dGjR0XWfBVevGJEpVIRGBiIq6trgcYF+eszYm5ujrGxMdHR0QUeT3E2fPhwGjVqxIQJE4iNjaVMmTKsWrWKESNGkJKSkq97SsWIEEII8eIkMSKEKNVUKhXz58/nzTffZO7cuXz33XdYW1vrO6xiady4cZQrVy5TEkEfNm3aRPv27alevbr2mJeXF2lpaXTs2DHb63bu3ImZmRnt27enTZs2fPnllwwbNkynRwnAsWPHtImOZ/uLAISFhaFUKrNMjAQHB1OmTJlsxzkXx4qRoKAg7OzsMDExKdC4QPqM5IVCoWDfvn1oNBqGDRsGwLvvvoubmxurVq3K1z1r1qzJ3bt3SU1NLcBIhRBCiJeLUt8BCCFEYXn06BH9+/fH1NSUf//9FxcXF32HVGzt2LGDP//8k3/++SfbEbhFJTk5meXLl/P777/rHF+zZg2jR4/OtklueHg4x48fx8TEhOvXr/PgwQP279/P3bt3M6319PREoVBgaWmZZeVHaGgoALa2tpkm0jxvGw0UXo+RQ4cOAfmrGCmMbTQZatasSWJiIo8ePaJSpUq5vi6jz8jTya+Xgb29PVu2bOHDDz9k0qRJNGjQgLVr1+Lh4cEHH3yQ56oec3NzXF1duXfvns52LyGEEELknlSMCCFKHY1Gw/bt22nWrBk9evTgyJEjkhR5jitXrjBu3Dj279+vnbqiT9u3b6dBgwY0aNBAe+zRo0ecOnWK/v37Z3vdjz/+iLm5OTNnzsTJyYm5c+cyatSoTNUbGo2Go0eP4uvrm+2WqtDQUDQaDTY2Npkm0jyv8apGoyn0ipH8jOwtjFG9GRQKRb6qRl7GipEMffr0oUWLFrz11ltoNBqqVq3KiBEjGDduXL7uJ9tphBBCiBcjiREhRKkSERFBr169WL58OX/99Reff/653isgirMnT57QvXt31qxZQ926dfUdDmlpaSxevDjTBJn169fz0UcfUaZMmWyvXb16NWXKlGH48OHcunWLw4cPM3bs2Ezr7t+/T2pqKkFBQQwYMCDLe4WGhpKamoqtrS03b97UmUjzvIqRhIQEFAoFZmZmuXja3Hu6x4iZmRkODg7aj3OjMCbSPC0/fUZetsk0z/rtt98IDQ1l0qRJAEyZMoWLFy9y5MiRPN9LGrAKIYQQL0beLQghSo0jR45Qv359KlasyPnz56lXr56+QyrW1Go1/fv356233uKDDz7QdzhAetWHi4sLLVu21B6Li4tj27ZtjBgxItvrrl27xv3799m6dStKpZLZs2czfvz4LPvJHD16VLt944033sjyfmFhYSQlJWFra8uNGzd0tijkNKq3oKtFIH1LT2pqKjExMUDet9MU5lYa+K/PSF6mzLzMFSOQ/mc6e/ZsVq1axZUrVzAzM2PNmjWMHDmS5OTkPN1LKkaEEEKIFyOJESFEiZeYmMjYsWMZMmQI27dvZ/ny5ZnGr4rM5s+fT1RUFEuXLtV3KEB6ombhwoWZqkV27NhBmzZtcHd3z/bazz77jGrVqtG2bVuuXr3KyZMnGTlyZJZrPT09iY2NpVKlStlWdoSEhJCYmIi1tbVO41XIeVRvQfcXgfTtKk9XjeS1AWthV4xUqVIFQ0PDLPu5ZOdlrxgBmDx5Ms7Ozrz55pskJCTw5ptvUrNmzTz/nZSKESGEEOLFSGJECFGiXblyhaZNmxIUFMSVK1d47bXX9B1SifDHH3+wceNGfvzxR4yNjfUdDpC+tcDY2JjOnTtrj2WM6B09enS21127dg1vb2+WLVsGwMyZM5k8eXKW225UKhXHjx/Hx8eH119/Pdt7BgcHY2ZmhlKpzNNWmsKqGAHdPiPFrWJEoVDQoUOHPPUZcXJyeukTI4aGhnz77bdER0drt32tXr2alStX4uPjk+v7VK1alYCAAOLj4wsnUCGEEKKUk8SIEKJEUqvVLFu2jE6dOjFlyhR2795daG9IS5tHjx4xcOBAdu/eTfny5fUdDpCeAJk/fz7Tpk3TmTpz9OhRjI2Nadu2bbbXDRo0CBsbG7p27co///zDhQsX+PTTT7Ncf+HCBZydnYmMjNSOS81KaGgoNjY2mSbSxMfHExUVle3vW0RERKF9Hua3YkSj0RRq89UM7du3z1OfEUdHx5d6K02Gjh078uqrr7Jv3z4OHDiAu7s748aNY8yYMbm+h1KppHr16ty6dasQIxVCCCFKL0mMCCH0KjwumY0nHjB2zyUGb/+HsXsusfHEAyList9j7+fnx2uvvcYvv/zC+fPn6devX7YjXIWuxMREevbsydSpU2ndurW+w9E6fvw4MTExvPfeezrHcxrR+/333+Pv78+wYcNQKBR88cUXzJgxI9utVJ6enjg6OmJiYkKdOnWyXKNWq7VbYh4/foy1tbV2Is2jR49wd3fPtqFvcawYiYqKwsDAoNAnDrVv3x4vLy/UanWu1kvFyH9WrlyJWq1m6NCh+Pv7M2HCBG7fvs1vv/2W63vIdhohhBAi/yQxIoTQiyt+UQzdcYGWi4+x0vMuBy8Hcux2KAcvB7LK8y6vLj7GsJ0XuOIXpXPd7t27ady4MV26dOH48ePP7TshdGk0GkaMGMErr7ySp59GF4UFCxYwZcoUnYTDvXv3OH/+PB9++GGW10RHRzNx4kRUKhX9+/fn9OnT3Llzh8GDB2f7Op6enoSGhlK/fv1sky1RUVGYmppStmzZTNtontd4FQo3MfJ0xUjlypV59OgRKpUqx+sKextNhooVK2JlZcWNGzdytd7R0ZHQ0NBcJ1JKs1q1avHBBx9QrVo1+vfvj1KpZO3atYwePZrExMRc3UMasAohhBD5J4kRIUSR2+ntQ5/N3hy9FUJymprkNN03Rkn/P3bkZgh9Nnuz09uHqKgo+vbty5w5c/jjjz+YMmUKhoaGenqCkmnz5s2cO3eOb775plhV2Jw7d4579+5lSoCsW7eOjz/+ONsGqbNnz6Z+/fq4u7tTvXp1ZsyYwcyZM7PtmRIfH88///yDr68vPXr0yDae0NBQLC0tsbGxyTSR5nn9RaDwmq+CbsWIubk59vb2uRrZWxTbaDLkpc+IiYkJZcqU4cmTJ4UcVckwe/Zs7ty5Q0JCAosXL6Zz5840btyYhQsX5up6qRgRQggh8k8SI0KIIrXT24f5h26RmKoip8meGg0kpqqY++sN6vcYia2tLf/++y+NGjUqmmBLkfPnzzN9+nT279+PhYWFvsPRsXDhQiZNmoSRkZH2WExMDDt27GD48OFZXnP16lV27dqFtbU1ffv25dixYwQGBtK/f/9sX+fUqVPUqlWL+Ph4Pv7442zXhYWFYWFhoR3VWxwrRiD322kKeyLN0/LaZ+RlH9n7tHLlyjFp0iRsbW1ZvXo13t7erFy5kg0bNuTqz1kqRoQQQoj8k8SIEKJAzJ49G4VCQVhYGBqNBgsLCwYNGqSz5opfFPMP3SYxNevS+birnvgufZfHK3sRtO1zkvzSv8lPUYOJxwcMnfIl5ubm2vXbtm3DxMQEOzs7ypUrx4QJE9DklG15CYWFhfH++++zadMmqlevru9wdFy/fp1z585l2v6ybds2OnXqhIuLS6ZrNBoNw4cP54svvuDPP/+kd+/ezJgxgzlz5qBUKrN9raNHj2o/X2xtbbNdFxoaiqmpKba2tnmaSAOF23zVxcUFf39/7daT3DZgLaqtNJCeGDl58mSutviAjOx91ujRo7lz5w4jR46kb9++WFlZMXnyZEaNGpXjv22urq7Ex8cTERFRRNEKIYQQpYckRoQQBermzZv4+vpmOTZyvdd9ktKe/4bJvFoLXMf8gEWDLoTunYMqPgqAVA1s8Mr8U9P33nuPiIgIrl+/zqFDh/jll18K5DlKC5VKxQcffMCHH36YqbFpcbBw4ULGjh2rs11GrVZr+ytkZceOHSQnJ2Nvb0/Tpk25fPkysbGx9O7d+7mv5enpSUBAAC1atHjuutDQUIyMjLCxsdGZSAO520pTWIkRc3NzLC0tCQsLA4pnxYiTkxNOTk5cvnw51+ulYuQ/pqamLFq0iIMHD9KxY0eGDx/O2LFjefz4MQcOHHjutQqFQqpGhBBCiHySxIgQosBUqVKFGzducOPGjUzbDcLjkjlxNyzH7TMACgNDLBu8jrFjFRLungXSt9UcvxOW7bSacuXK0bFjR+7cufPCz1GafPHFFwDMmzdPz5Fk9uDBA/78808+++wzneOHDx/G2tqaV199NdM1UVFRTJ48mQ0bNvDDDz/Qt29fZsyYwdy5c7OdFAMQEhKCj48Pfn5+mSqZnhUWFoaBgQFqtVpnIo1KpcLHx4dKlSple21h9hgB3T4jeakYKarECOStz4hUjGTWq1cvjI2NadKkCZcuXWL37t2sX7+esWPHZplwfpokRoQQQoj8kcSIEKLA1KlTR5sYyRiF+vbbb1O+fHn6Dh3NwzUDiTi8FoDEB/8QuPkz/Nf2J+rUrizvZ+xYhdQIf+16n43DqOzmyuzZszOtjYiI4MSJE9SoUaNwHq4EOnjwILt27eKHH3547hYTfVmyZAmfffYZVlZWOsdXr16d7YjeL774gm7dulGpUiVOnjypfa6cqmH++usv6tati1qt5t13333u2tDQUDQaDXFxcTrbaAIDAylbtqzOdq5nFWbFCOj2GcltxUhRbqWBvPUZkYqRzBQKBStWrGDu3Lls2bKFcePG4erqSuvWrfnyyy+fe600YBVCCCHyRxIjQogCU716dW7dusWNGze02w9cXV2ZOnUq/545hkP3GST5XEaVEE3k0a8p13su5T/dTMLt06QEP8h0PwNjUzQpSdr1Dr3m0n/lz/z4449cunQJgJ9//hknJyfKlStHly5dePvtt4v0mYuru3fv8sknn7B3714cHBz0HU4mAQEB7N27N9PY4Js3b3L16tUst8VcunSJH3/8kQULFrB37166dOnCwoULmTdvXo5Tdjw9PUlOTqZixYo5TjMKDQ1FpVIRERGhM5Emp8arGo2mUHuMgG7FSOXKlXn48OFz+3kkJSXx5MkTnJ2dCy2mZ7Vr144zZ86Qmpqa41qpGMlaixYtaNmyJUeOHOGLL77gww8/ZOHChXzzzTfcvn072+ukYkQIIYTIH0mMCCEKjJmZGQkJCdy7d0/7BrJp06bpo09dq2FgaoFGoyE54DZpsREEbf+cgI0fo4qLJCX8cab7qVOTUBib6qz/dtRbBAUFcePGDQDeeecdgoKCqFatGp06dSpWY2j1JS4uju7du/Pll1/SrFkzfYeTpRUrVjBw4EDs7e11jq9du5Zhw4ZhYmKic1ytVjNixAjmz5+PnZ0du3btomLFilhaWtK1a9fnvpZGo+Ho0aM8fvyYTp065RhbWFgYKSkpBAcH56nxamJiIkC244ULwtMVI2XKlMHOzg5/f/9s1/v5+VGhQoXnbjMqaHZ2dlSqVIkLFy7kuFYqRrK3cOFCVq9eTY8ePXBwcOCrr75ixowZjBgxIttGrBmJEWlCLYQQQuSNJEaEEAXK3t6emJgY7RaHjESF8TM/pTd1q4frqJ24jtpJheFbMa+WuSFmapgvRg5uOuuHbfqLx48f62ydUCgUjBw5kvXr1xfWY5UYGo2Gjz/+mKZNmzJ06FB9h5OliIgItm7dyvjx43WOP3nyhN27d/Ppp59qj4XHJbPxxAPeWXSA8Nrvc82iMQsO/MNtnwAOHjzIl19+mWMy7O7du6jVasLCwvjkk09yjC80NJTExET8/PzyPKrXzs6uUJNzT1eMQM7baYq6v0iG3PYZkYqR7FWqVImPP/6YmTNnsnXrVr777jtq1apFeHg4e/bsyfIae3t7zMzMnpssE0IIIURmkhgRQhSoWrVqZdnnw9rMCGNl+j85JuWrkxL8gJTwx2jSUgjZPZ0k3yvatRq1irhrf5ES+gjzaq9q1yue+FOlrDGvvfYaf/31l879Bw4cyKlTp3TeNL6M1qxZw927d9mwYUOxrZ5Zs2YNPXr0yDSKd8uWLbz55ps4OztzxS+KoTsu0HLxMVYevcO1WFNS7Kvx85VAtpwPxrLvKow6DMeuWqMcX8/T0xN3d3eUSiVNmjTJcX1oaCixsbE8fPiw2EykyfB0xQjk3IC1KCfSPC23fUakYuT5pk2bxu+//05gYCBbt25l8ODBLFiwgPHjxxMTE5PlNbKdRgghhMg7SYwIIQpUzZo1s0yMuNn917DSsIwNdl1HE7bvS/w3DMbEpTbmrzQHIOHu3/it/oC4K3/i2GsuhmaW2vUBe+cyt297WrduTbdu3XTub2FhwYABA9i4cWPhPmAxdurUKRYsWMC+ffsKdTvHi4iNjWXDhg1MmjRJ57hKpWLdunWMGTOGnd4+9NnszdFbISSnqUlW6W4LUGGAxkBJYtlqfLD5HDu9fZ77mkePHiUqKoratWvnmCxSqVRERkYSExODjY2NdiIN5JwYKez+IpC/ipGibLyaoU2bNpw7d47k5KynSGUoV64cYWFhz+2T8jKztrZm5syZjBs3jk6dOtGnTx82bdpE586dmTNnTpbXSANWIYQQIu+K35gCIUSJlNWkmKfHog4aNIihOy5w1PJbNBowr9oM86q6/S8s6nXEol7HLO9f5pVmdH/nbTb2++8n/oMGDdJ5jZUrV77QM5RkQUFB9OnTh23btj13nKy+bdy4kY4dO/LKK6/oHP/ll19wdnbmjsqB+YdukZiqzvFeGiAxVcX8Q7cA6OfhnmlNWloaXl5epKWlMWHChBzvGRERga2tLXFxcdrJShlys5WmsBMjzs7OhIeHk5KSgrGxMVWrVuXs2bPZrn/8+DGtWrUq1JiyYm1tTc2aNfH29qZt27bZrjMyMsLa2pqIiAjKlStXhBGWHEOHDmXdunX8/vvvzJ8/X9uYddmyZQwaNIi6devqrK9Tpw5eXl76CVYIIYQooaRiRAhRZEa0q4qp8vkTQbJjqjRkeLuqBRxR6ZCamsr777/PsGHDeOONNwr8/pcuXaJ27do4OTkxffp0vLy8aNeuXZ7vk5SUxMqVK5k6dWqmc2vWrKH7J58z/9DtXCVFnpaYqmb+odtc9Y/KdM7IyAgnJycSExPp37+/zjk/Pz8aNdLdihMaGkrZsmUxMTHRmUgTHR1NUlLSc9+8F0ViRKlU4uTkREBAAFB8e4xA3vqMyHaa7CmVSpYtW8bEiRNRKBT88MMPLF26lGHDhmXZiFUqRoQQQoi8k8SIEKLI1He1YXrXGpgZ5e2fHjMjA6Z3rUE9F5vCCayEmzhxIjY2NsyYMaPA752WlkbPnj2ZO3cuvr6+eHp6kpKSkq97bd26lSZNmlCvXj2d41evXuXu3bvcVVYiKS1/WyqS0lS0bFgLHx+fTOesra0xMzPLtA3G1dWVixcv6hwLDQ3F2toahUKR5USa523FyWi+Wtie7jNSpUoVHj58iFqddTJJX1tpIG99RqQB6/O98cYbuLi4sGnTJqpVq8aSJUs4cOAAcXFx7NixQ2dtrVq1uHPnDmlpaXqKVgghhCh5JDEihChS/Tzcmd61JmZGhuTUG1ShADMjQ6Z3rZnlNgkBP/zwA7/++is7duwolJGsZ86cwdTUlB49emBiYsJ7773HF198kef7pKamsmTJEqZNm5bp3Jo1a/jo09GcvBdOfqeMajSQlKriSXzmnhbBwcE0bdo0V81ow8LCsLCwQKVS5WlULxRNxQjo9hkpU6YMtra2WU4hUavV+Pv76y0x0qpVKy5evEhCQsJz10kD1pwpFAqWL1/O3LlziYqKYtCgQdSpU4eqVasyefJkoqKitGvLlCmDs7MzDx480F/AQgghRAkjiREhRJHr5+HOnqEedKnliInSAFOl7j9FpkoDTJQGdKnlyJ6hHpIUycb169cZPXo0+/fvx9bWtlBe49q1azrNdD/66COGDRsGwPjx47G1taVNmzYkJiYCsHnzZlxdXXFycmLx4sVAei+YZs2aERgYyIEDB3Bzc2Po0KF4eXlRq1Yttm3bxuoVSwg/sROA8N9WErp3Dv7rBvDk+Fb8N3xExOG1AMRe/gP/9YPwW9uPaO+fAIi58At+qz8kLSacVi2aY29vT3x8PHFxcQD4+/tz6dIlKleuzI0bN7TP4uPjg7u7u87z3r9/nxs3bhAXF8eUKVMIDQ0FYNKkSRgbG2d7HRRN81XIPJkmu+00wcHB2NraYmpqWugxZaVMmTI0aNCAM2fOPHedjOzNnXr16vH222+zYMECFAoFGzdu5Pz589SvXz9TslK20wghhBB5I4kRIYRe1HOxYWO/Jpyd3IHPO1XjvQYVeK1GOd5rUIHPO1Xj7OQObOzXRLbPZCM6Opru3buzfPly6tevX2ivExUVhYWFhfZjR0dHKleujLe3N66urgQHBxMVFcXhw4dJSkpi27Zt/P3339y/f59ly5YRGxuLRqPBx8eHTz75hMOHD3Pw4EE8PT0BuHPnDm+88QZ9l+0n5upfJAfcBsDQygErj/dJfPgv5brPIMnnMpq0FOKv/YVT/2VUGLaZmHP7UScnYNWkG65jvsfQ0p7e878nPDycMmXKcPLkSQA0Gg2XL1+mU6dOfP3118993u+//x57e3vMzMxo164d8+fPByAxMRFnZ+fnXquPihHIfmSvPrfRZMhNnxGpGMm9efPmsWXLFh4+fIiNjQ27du3i4sWL7NmzR2dbmIzsFUIIIfJGEiNCCL2yszBhWJsqrOzdgC0Dm7KydwOGtamCnYWJvkMrttRqNQMHDqRTp04MGDCgUF/LyMhIZ+TqiRMnCAwMxMHBgTFjxmBiYkLDhg2JiYnB1NSUHTt2sGvXLvr06cOTJ0+IiIjAz88PGxsbGjduTMOGDbG1tUWtVpOWloahoSHz5s0jRWmOWZUmJAfeAcDE+RUMjM0wdqyMgakFGo0GhdIYu7fHE3/Ti/Cfl6BOikOdGKsTb1xyqvbXGckXGxsb3N3d8fDwICYm5rnP++DBA+7fv09ycjIbNmzgzp30eJKSkihfvjxApmaXGfTRYwSyrxh5/Pix3hqvZshNnxGpGMk9Z2dnPv/8c6ZMmQJAy5YtGTlyJPb29gwfPlzba0YqRoQQQoi8kcSIEEKUMIsXLyYkJKRIxhNXqVJFp1fBsWPHWLVqFZUqVdL27Mj4/8OHD2nbti0ODg6sXr0aFxcXNBoNV69e5e2330ahUOj0+Th16hTGxsY0aNAAK1NlesJBe/7Z/0NqVDAhu6ZgaGaFbcehGFraZ4rXwsRI++ujR48C6VULT8f5PGq1mqpVq9K0aVOCgoLYuTN9e09iYqI2MZIxEeZZUjGSWYsWLbh+/fpzE1JSMZI348aN4++//9aOaZ42bRply5YlKCiIb7/9FgCXqjW5nOzA2D2XGLz9H8buucTGEw+IiMvcg0cIIYQQkhgRQogS5ejRo6xdu5a9e/dqe14Ups6dO+Pj48ORI0eIiYnhxx9/ZM6cOVk2er148SKurq4MHDiQy5cv4+fnx+nTp0lLS6NBgwaZ1u/bt4/ExETOnTuHq7mapIcXMKlQM9tYUoLvo7Syp0zd10gJeYgqNlznvLKMFTaqSNRqNTdv3sTX1xeAXr165fp5raysCAwMxN3dnTVr1jB06FDS0tJITk4mOTkZjUbDmjVrsry2uPUY0eeo3gympqY0a9aMU6dOZbtGKkbyxtzcnAULFjBu3Dg0Gg1KpZLvv/+e2NhYpi7byKAtZ/noYACpNTpz8HIgx26HcvByIKs87/Lq4mMM23mBK35R+n4MIYQQoliRxIgQQpQQjx8/pn///nz//fe4uLgUyWtaWVlx6NAhJk2aRLVq1Xj//fcxMzPLcm3Hjh1RKBQ4OTnx888/U6VKFZYtW0bdunUzJVJSUlIICwvTNo5cPKQrFnVfw8T5lWxjMXNvACjwX9ufxHveKG2cSH3yX/WGXdv+7F0xDTs7O9avX0+lSpWA/ypGcvu88fHx/Prrr+zfv5+VK1fy+PFjHBwcWLRoEZ07d6Z169ZZXltUFSNly5YlOTmZ2Nj0bUQZVT3PjuwtDltpIP33/3nbaaRiJO/69u1LWloae/bsAdKTZYPmb8H8rWl43YsgJU2NgZHudsSkNDXJaWqO3Ayhz2Zvdnr76CFyIYQQonhSaLLbLC2EEKLYSEpKonXr1vTu3ZsJEyboO5xcOXv2LP369ePu3bsolUqdcwMGDMDMzIw7d+7g5eXF33//Ta+1nijdGpGfL0oatZr6dvDLpLeB9Ek4p0+fJjU1VVs5khu2trbExsby3Xff8eGHHwLpvUrmz5//3CaiiYmJ2NrakpiYmKstOy+qRo0a7N+/n1q1agHpvSfOnz+Pq6urdk29evXYvn07DRs2LPR4nufMmTOMGjVKpzno09LS0jAzMyMxMTHT54nI3smTJxkwYAC3bt1i35UQ5h+6RWKqOucL/8/MyEBGoQshhBD/JxUjQghRAowePRo3NzfGjx+v71BybeHChUyaNCnTm93g4GB+/fVX3nzzTQBUKhXDhw9nZPtXMDUyzNdrmRgZcP3H5Xz88cfExsZy9OhR/Pz86Nq1a67vkZKSQlxcHIaGhjoVOQ8ePKBKlSrPvTajWqQokiKQuc9IVttpikvFSNOmTbl//z6RkZFZnlcqlZQtW5bw8PAsz7+Mhg0bph2LnZ02bdrQqFEjpi/fxPxDt3OdFIm76kn4bytJTFUz/9BtrvpHFUDEQgghRMkmiREhhCjmtmzZwqlTp9i6dWuRvfF+UVeuXOHff/9l0KBBmc59/fXX9OrVi27duuHl5cXGjRuxtrZm0se9md61BkpF7n/qDek/+Z75Vm2uHP8VjUZD7dq1SUxMxNTUVJt8yY2wsDCsrKwwMjLC1tZWe/zhw4dUrlz5udcWVX+RDM/2GXm2AWt0dDQqlUrnOfTF2NiYV199lRMnTmS7RvqM6Prrr79ynOYD6Y2Yf7weRVKqKl+vk5SmYoNX5v40QgghxMtGEiNCCFGM/fvvv0yZMoX9+/djaWmp73BybdGiRYwbNw5TU1Od4ykpKWzcuJHRo0cDEBISwuzZs1m/fj0KhYIaynDiT+/AxFBBTjkghQLMjAy12wEsLS3ZsmULnTt3JjY2lri4OFq0aJHrmMPCwjAxSe/L8HRC4cGDBzkmRoqqv0iGnCpGMibSFJdEWm76jEhiJJ2vry/GxsYYGRnp/Blnxda5IsbuDfO1/QxAo4Hjd8JkWo0QQoiXniRGhBCimIqIiKBnz5589dVX1KyZ/bSW4ubevXt4enpmuRXgxx9/pHbt2tSuXRuAyZMnM3DgQGrXrq193vVj+7D301fpUssRE6UBpkrdL1XGBoAqlS61HNkz1CNTj4TQ0FCsrKwwNzfnjTfe4O7du8+NNzwumY0nHrDQKxDDDiMxf204+2/Fat8sPnz4MNdbaYpKThUjxWUbTYb27ds/t0eLo6OjNGD9v2PHjtGuXTvatm3LX3/9hZeXF+3atWP8+PHY2trSpk0bEhMTAahZ/RV81/THb/WH+C56i5SQhwAkPviHwM2f4b+2P1Gndj339YJ/WUH7zm9Qvnx5Jk+ejJubG0OHDgVg8+bNuLq64uTkxOLFiwv3wYUQQgg9ki5nQghRDKlUKvr27UvPnj3p2bOnvsPJk8WLFzNixIhMFS4ajYbVq1czc+ZMAE6fPo2npye3bt1CrVbTv39/evbsSffu3QHY2K8JEXHJ/HTRny37/sDGwZnar1SmupMFcwa+wbiPf6eai43Oa6SmpnL8+HFUKhUjR47E3d2dli1bMm/ePIYNG6ZTQXHFL4r1Xvc5cTcMgOQ0DYau9TEHNpz0Yf1JH9pWc8AnVpOrihE7O7sX/J3LvdxUjBSnxEjDhg0JCAggJCQER0fHTOelYuQ/f/31F926dUOj0fDbb78xZMgQvL29effddwkODqZp06YcPnyY7t2703fFzxy8HEjclSPE3zqJUTl3VAnRRB79GscPF2JgZknwts8xf8UDY6esk3sqtQaFhT1Tp05l8+bNHDx4kB49epCUlMS2bdv4+++/sbGxoVKlSgwfPrxEVa4JIYQQuSUVI0IIUQzNnj2b5ORkFi5cqO9Q8sTPz4/9+/czatSoTOe8vb2JjIyka9eupKWlMWLECJYvX46lpSXz588nNjY20/PaWZgwrE0VnH2O8FltBSt7N+DTtlV5r2snDhw4kOk1/vnnH2xsbChTpgydOnVi+PDhnDp1im+++Ya3335b++Z7p7cPfTZ7c/RWCMn/H2P6tIzRpkdvhmD5zhccuhv73OfWd8XIsyN7M7bSFBdKpZI2bdrg5eWV5XkZ2fufY8eOMXLkSEaNGqXdfuTg4MCYMWMwMTGhYcOGxMTEABCTlEZKyEOivfdi320iCoUByQG3SYuNIGj75wRs/BhVXCQp4c/fkmNVsQaWlpY0bNgQW1tb1Go1pqam7Nixg127dtGnTx+ePHlCREREoT+/EEIIoQ+SGBFCiGLm119/Zdu2bezevbvEjS9dvnw5gwcPzrJ6Ys2aNYwaNQpDQ0PWr1+Pvb09vXr14ujRo2zcuJE9e/ZgZGSU5X2jo6OxsbHRfty9e3f279+fad3Ro0cxMTEhJiaGli1bAumjexctWkTDhg1p2LAhEzf98v/RpiqeHVgf/ttK4q56aj/WAAojExYcvsVOb59sn7uom6+6urri5+eH5v8PYGlpiZWVFYGBgUDx20oD6dtpsuszIs1X0926dQtLS0tCQ0MJDQ2lTJky3Lp1i0qVKmmrnZ6uejJRJxL+y1Ls3hyHobm19ripWz1cR+3EddROKgzfinm15/faMTNSZrr3w4cPadu2LQ4ODqxevVpnUpMQQghR2khiRAghipH79+8zZMgQfvzxxyy3HBRnYWFhfPfdd4wbNy7TuYCAAP78808++ugjgoKCmDdvHuvWrcPf35/+/fuza9cuypcvn+29o6KidBIjbdu25f79+zpVEwBHjhwhICCARo0aYW5urj2uVCqZN28eS7bsYe89Va5Hm2bIabRpUVeMmJubY2FhQVhYmPbY09tpilvFCKQ3YM2uz4hUjKT766+/aN68ufbj5s2bo1arMTDI+ts1763zsWn0OqYu//UgMilfnZTgB6SEP0aTlkLI7ukk+V7J9jUNDRQ425hmOn7x4kVcXV0ZOHAgly9fzvR3TQghhChNJDEihBDFREJCAt27d2fWrFl5mqZSXKxevZpevXplmeD46quv6Nu3b/pY3kmTGDJkCFWqVOH9999n3LhxtGvX7rn3fjYxYmRkxNtvv83Bgwe1x2JjY7l48SJWVla8/vrrWd7nVIQ5CqVxfh7vuaNNi7rHCGTuM/J0A9biWDFSp04dnjx5gr+/f6ZzUjGSLqvEyBdffJHlWl9fXy6fOkLE6T34rf4Qv9UfEnvlCIZlbLDrOpqwfV/iv2EwJi61MX+leZb3yNDULfNY544dO6JQKHBycuLnn3+mSpUqOTYyFkIIIUqqklWjLYQQpZRGo2HYsGE0aNCA4cOH6zucPIuOjmbjxo2cP38+07mkpCQ2b97MyZMnOXnyJCdOnODmzZuMHz8eJycnJk6cmOP9n02MQPp2mpUrV2r7mZw4cYJy5cqRkpJChw4dMt2jZes2hLebiob0LTOmFetiUa8jsZf/IOrUTpRW5VAYmfwXt+9Vwn9fhUJphEmFmqhiIzjebz5HvU4zedxoAgMD6datG19//XWRV4zAf31GmjRpAvxXMZKSkkJ4ePhzK3D0wcDAgHbt2nH8+HH69++vc04qRtI92zdn5MiRjBw5UufYtm3btL/WaDQM3XGBo7dCdLaFmVdthnnVZlm+hkW9jljU6wikj7z+YOJCRvZL/xwaNGgQAD4+PgCcOXPmBZ5GCCGEKDmkYkQIIYqBDRs2cPXqVTZu3Kizz7+k+Oqrr3j99deznN7yww8/0LhxYypXrszw4cNZsWIFv/76K4cPH2bbtm05Pq9arSY2NhYrKyud4506deLixYuEh4cD4OnpSXJyMtHR0To/dc8QFpuc6VhaTDhRXttw6r8M+24TSQn6b+TtE69t2HUZTtnXPiHtSSCOfeaBKpW+/fqxbds2/P39efjwIQcPHizyHiOgWzESHpeMv2UNjsSWZ8A3Z3F+bwqbT/toRw4XF9n1GbGzsyM6OprU1FQ9RFWyjWhXFVOlYb6uNVUaMrxd1QKOSAghhCh5JDEihBB6dvbsWebMmcP+/ft1+mKUFAkJCaxatYopU6ZkOqfRaFizZg2jR49m7dq1lC9fnpo1azJ69Gj27duXqQokKzExMVhYWGBoqPvmz8zMjM6dO/PLL78AcOjQIWJiYmjQoEGm6ScnTpwgIUX11PSZ9B+vpwTfw7h8dYxsnDCydcbUvYH2GoXSGI1apf0PIDbEj4jgADp37oyLiwsXL17k5s2beqsYueIfxdAdF2i5+BieISY8sa6Kt188VGrGKs+7vLr4GMN2XuCKX1SRxpadDh06cOzYMW3T2AwGBgY4ODgQGhqqp8hKrvquNkzvWgMzo7x9S2dmZMD0rjWo98zIayGEEOJlJIkRIYTQo+DgYHr16sW3335LlSpV9B1Ovnz77bd4eHhQp06dTOdOnTpFQkICderUYcGCBSxcuJCePXuydOlS6tevn6v7R0VFYW1tneW5jOk0gYGBBAQEUKFCBSpXrszGjRu1axITE7G1tUWl/u/NuCr2/2NHNRoUiqe+FD5VvWJk70rUie08Ob4V2w5D/n9Ug2U5F4KDgwkODsbf359Ro0bppcdIgHllvAwaaEcOp6h0z2eMHD5yM4Q+m72fO1WnqFSvXp2UlBQePXqU6Zz0Gcm/fh7uTO9aEzMjQ3IqOFMowMzIkOlda9LPw71I4hNCCCGKO0mMCCGEnqSmptK7d28GDx7MW2+9pe9w8iUlJYWlS5cybdq0LM9nVItMmjSJoUOHsmTJElq1aqXtZZAbz47qfdqbb77JyZMn+e2337C1tSUxMZH33nuPf/75h8jISO7fv09wcDBRUVE8CXqMRqMhJeQhSX7XATB2qkpy4B3SYsJIiw7VTu/QqFUk3j+P08AVVBi6EVOXWgAYlXVBnZKEl5cXKpWKvn37snnzZlQqVZFW++z09uFwkBlqA2WmkcPP0mggMVXF/EPPHzlcFBQKRbbTaaTPyIvp5+HOnqEedKnliInSAKVCd/KSqdIAE6UBXWo5smeohyRFhBBCiKdIYkQIIfRk6tSpmJmZMWvWLH2Hkm/ff/891apVo1mzzI0efX19OX78OG5ubpw5cwZbW1vu37/P2rVr8/QaWTVezWBlZUXr1q357rvviIyMJDY2lm7duvHhhx9SqVIl6tSpQ0xMDOfOnaOcixsh340n5vwBzKulT/1RWpfDptWHBG37nNB98zB2cAdAYWCIsWMVAjYMxn/dAIJ3TiYl9BFmpiZ8Nm8tY8eOxdnZGQsLC7p3746pqSmmpqbY29tr/1uyZEmenjM7Pj4+uLu7az++4hfF/EO3Sclh4nCS71WCd/23vSmnkcNFJbs+I1Ix8uLqudiwsV8Tzk7uwPjONTHyv0QtaxXvNajA552qcXZyBzb2ayLbZ4QQQohnyFQaIYTQg71797Jv3z7+/fffTL0zSgqVSsWiRYv46quvsjy/YcMG+vXrx6RJk/j0009ZtmwZ3t7emJqa5ul1npcYAXjvvfcYMWIEFhYWWFlZ8corrwDQr18/3nzzTdq3b4+ZmRnhccm0XHzsqT4j6Swbv4VlY92KneSgeyiMTHEZvQvQEOW1jbirnliWr8Kk/m+z+LOe2rXXrl3DwsKCN954g927d+fp2fJjvdd9ktJUOS/MQsbI4Y3/n0JSGAYNGkS7du2yrQrq0KEDM2fORKPR6DTelYqRgmNnYcJn7arySpoHn376KQdu3MDExCTnC4UQQoiXlFSMCCFEEbt58ybDhw9n3759Rd6wsyAdOHAAW1tb2rVrl+lcfHw83377LWZmZjg5ObFhwwa2bNlCpUqV8vw62SVGHj9+zFdffcWWLVtISUkhKSmJunXr8vvvv/Po0SPWr19P165dMTMzA8DewoS21Rxy7MEAYGRbHk1KIv7r+uO/dgDJ/rewbPg67as7YGeh+wYzMjISCwuLPD9XfoTHJXPibliO22eyo9HA8Tthep1WU6lSJYyMjLhz547OcakYKXgdO3akRo0arF+/Xt+hCCGEEMWaJEaEEKIIxcTE0L17d5YsWUKjRo30HU6+aTQaFixYwLRp04iIT2HjiQeM3XOJwdv/YeyeS4xc/zN1m77K5s2bSU5OZsCAAfnuo5KRGElLS+PUqVNMmTKFunXr0rhxY/7++2+qVauGUqnE1NSU+fPnU7t27WxHAOd2tKmBaRnKvT8L11E7cR29E6f+S7Fycs9ytGlkZCRlypTJ8j5z587F2dkZFxcXduzYAYCXl5dOMmnQoEFs27YNgKNHj1KjRg0cHBz4/PPPde61YsUKKrk447NpOKq4JwAkB94haOsY/Nb2I+Lw2kzTXp6VHHgH329GUdnNhaFDh6LRaHj8+DE1a9bUrlm5cqW2Z8z58+dp1KgRTk5O2vWQ3ivkhx9+0Da7vXHjBv/++y/29vbs3r2bUaNGYW9vz5EjRzLFkF2fEScnJ0mMFIKlS5eycOFCIiIi9B2KEEIIUWxJYkQIIYqIRqPho48+om3btnz00Uf6DueF/PnnnySXceLXJ060XHyMlZ53OXg5kGO3Qzl4OZDjYWY8rDsYh+7TUdi7M3fu3Hy9Tnh4OCdOnODYsWM4OjoyZswYjIyM2Lx5M8HBwXz33XcEBQWhUCiIj4+ndu3az71fxmhTI0XeSi6eN9o0IzHy888/4+TkhJOTEzNnzuTx48d4eXlx9+5dvL29mThxYo7POmDAAPbu3cujR484duwYR48eBSAoKIiAgAA+2vAnBhZ2xN/0QqNKJfzXZdi9ORaXEdtJiwom8e7f2d4/Y33ZrmMZtPYwDx8+5ODBg1SsWBErKyvtpJjDhw/Ts2dPUlJS6Nu3L9u2bcPf31+7PsPvv/+Oj48PnTp14uuvv6Zx48aEh4fTp08f1q5dS3h4OJ07d84ylqz6jDg6OspWmkJQs2ZNevXqle+/g0IIIcTLQHqMCCFEEVm2bBl+fn58//33+g7lhU3dcoiU1sM5ejs0620dSmMAEsu+QrhTTX74xy9XUzA0Gg1Xrlzh999/5/fff+fGjRs4ODjQqFEjjhw5Qvny5XXWp6amcurUKapWrcqDBw9QqVQYGDw/59+1mhWTz+ykTOv+pKp57rYUBWBqZMj0rjWyjT8iIoIyZcrwzjvvZOoxsnr1alauXImXl1e2b/ozqjD+/vtvGjRoQN26dQG4dOkSCoUCX19fNBoN8+bNY+TeG5g4V0OdnEBqRABp0aGE7Pki/UaqNFIj/LJ9lqfXb/7JAFNDDTdv3uS9996jR48eHD58mEGDBuHv70+jRo24du0aPj4+2uRGSkqKdj3ArFmzMDIywsPDgxMnTmT/m5iF9u3bM378eNRqtfbPSypGCs/s2bOpWbMmI0aMoFq1avoORwghhCh2pGJECCGKwLFjx1i+fDk//fRTsWyCOHv2bMzNzXFwcKBixYrarR1Zrt3pyRP39qRqFDn2ulAYGJCUpn7uqNi4uDh+/vlnhg4diqurK++//z5hYWHMmTOH0NBQWrduTZcuXTIlRQDOnTuHmZkZ1tbWODs75+oN+tSpU3m3jh0/fdpSO9rU6JmdNyaGCjRpKXSpnfNo0+x6jJw+fZru3bvzyiuvaLfRZCUgIED766e3wpw7d44LFy4A6UkDc3NzrEyf/nmGBqWtc/p2n1E7qTBiG5aN337Ok/+3ftimv/D392fUqFEA9OzZk8OHD/PXX39ptzxpNBqqVq1KcHAwwcHBOusBqlSpApDttqXncXV1xcbGhuvXr2uPSfPVwuPg4MCkSZOYNGmSvkMRQgghiiVJjAghRCHz9/enb9++7Nq1i4oVK+o7nGyNHj2asLAwzpw5w8SJEwkPD8+05opfFNuvxWkrQnLr2VGx9+/fZ/Xq1bRu3RorKyvWrl1LzZo1OXbsGPfu3WPVqlV06tQJExMToqOjs51K8+eff5KUlISPjw89e/bkwIEDz43j7Nmz/PrrryxYsEBntGnn8qlYRdyCgGu816ACPaqZUO7vNbkabZpdjxFvb28aNWpE7969+emnn7THrays8PPzQ6PRcPnyZW0yx8PDg8uXL3Pt2jWSkpKYNGkS/v7+ANqqihpOVhgapCcijMq6oElNJsn3Khq1ivBflhF3zTPbODPWq/2vU62cuXabDEDlypWJioriwIED9OyZPnGnevXqxMfH4+XlhUql0ln/dEzPsre3127LCQsLyzaeZ/uM2NraEh8fT1JSUrbXiPwbPXo0V65cydTbRQghhBCSGBFCiEKVnJxMz549GTNmDK+99pq+w8kVV1dXKlSowIMHDzKdW/Dzv6jJ33jhpFQVn645QPXq1WndujVXr16lb9++uLq64unpyeeff55lmf/zxvX+/PPPlC1bFkNDQz755BMOHDiAWq3Ocm1qaiqffvopK1aswNraWnvczsKE5lYxuPgfw+7GXlb2bkAtgyCqujrl6rmyqxjp2bMnN2/epHz58vj4+GBhYcHdu3dp2LAh9erVo3nz5qxYsUK7NcXBwYFt27bRs2dPKlWqhIeHh/ac9p6NXbS/ViiNcHhnMpF/bcZ/3QAMjM2wbPhGtnFmrA89uomZvVphYWHBp59+qj3/xhtv4OXlRbNmzQAwMTHhxx9/ZOzYsTg7O2dan50RI0bwyy+/ULZsWebMmZPtumf7jCgUChwdHQkNDc3xNUTemZqasnjxYu0WJiGEEEL8R6HJqYW9EEKIfBs+fDhBQUHs378/X1sOisrs2bNJSkpi0aJF3Lx5k9atW3P37l0aN27Mt99+y7x58yjnXIHzru+jMVASffZHYi//AQoFZTsOxfyV5kSd/gGFoRLrFu8DEPjtKBzenYJR2Qra9QoFzJo2mWkTxvLBBx9w9OhRoqOjsbW1pUGDBnh6Zq54aNSoEZs3b6Zx48Y6x2NiYnBwcKBVq1ZUqFCB7777jjp16rB582ZatGiR6T5Lly7F09OTP/74I9Ofxddff80vv/xCcnIynp6ezJkzh5SUFObPn5/j71379u2ZMWNGkSW+hu64wNFbIfka2atQQJdajmzs16TgA8ujkJAQatSoQXh4OIaG6cm2Jk2asGHDBm1yRhQsjUZDy5YtGTZsGAMHDtR3OEIIIUSxIRUjQghRSLZv346npyfbtm0r1kmRDOvWrcPR0ZHatWszevRo7OzsAJgwYQLz5s3jlTc+Qq1Wk/jgAok+l6kwdCOOvecS+cc6NKo0zGu0JPHhvwCkxYaDRoNR2Qo66137zmfp4kWoVCr27NnDxYsXcXV1JTw8PMukCGRfMeLl5YWpqSkqlYoOHToA0L17d/bv359pra+vL4sXL2b9+vVZ/lkkJCSg0WiwtbUF4OHDh9oeGjmJjIykbNmyuVpbEHI7cjgrpkrDLEcO64OjoyPly5fn0qVL2mPSZ6RwKRQKVqxYwfTp04mPj9d3OEIIIUSxIYkRIYQoBJcvX2bChAns379fZ9tGcTZy5EhCQkJ4+PAh3377LadOnQJg0qRJtGrViqP/3kGhNCbR5zIpwffw/2owwbsmo05NQhUXibF9RdRJcaiT4kl8eBHz6i0BdNb7bp9IUmICgYGBuY4ru8TIr7/+SnJyMjdu3KB9+/bAf4mRp4shNRoNo0aNYuzYsVStmnVSIDExEY1Go32dhw8fUrly5VzFFxkZqU0iFYWMkcNmRnn7Ev68kcP68myfEUdHR5lMU8g8PDxo3bo1y5cv13coQgghRLEh43qFEKKAPXnyhB49erB27Vrq1Kmj73DyrFKlSjRv3hxvb28g/Y2Ur68v/qGRGLm5ARqsX+2NtUd6k05VYgwGxuYAmL/iQaLPJZIeXMC6Tb//31F3fUsX4ywnzGRFrVYTHR2dZXLp0KFD1KlTh6ioKNzc3ACoX78+Go2Gq1evUr9+fQAOHjzI3bt32bt3b7avk5CQQFpamrZi5MGDB8W2YgTQTsmZf+g2iSmpoMg+SaJQpFeKPG/ksL60b9+ezZs3M3HiREAqRorKwoULady4MR9//HGu/y4KIYQQpZlUjAghRAFSq9X069ePbt260adPH32Hky9BQUF4e3tTvXp17bFly5ZRtWL6GyhTtwbE3zyJOimOtOhQAr8eijo5vSzfvEZLEu+dIy0uAmP7ilmu3ze5J9HR0QDY2dkRERFBfHw88fHxJCQk6MQSFxeHubk5SqVuHt/f35/w8HAqVaqk3UYD6VsFnt5OExsby+jRo9m4ceNzxyQ/nRhJSEggMjIyV28Yk5KSSE1NzXIqTWHr5+HOnqEeOCQHYajQYKrU/ZJuqjTARGlAl1o5jxzWl7Zt23LmzBlSU1MBqRgpKu7u7nzyySfMmDFD36EIIYQQxYIkRoQQogDNmzePmJgYlixZou9Q8mzNmjXY2dnRsGFDevfuzdtvvw2kj1zdtWsXb7VqhInSAPOqTTGv3oLALSMI3jWZsp0+xdA8vaLDuFwlkoPvYebeUHvfp9eH7JpM389nY29vD4ClpSWTJ0+mcuXKVKpUKdOb4uyqRY4ePYpCoSAqKkonMQK6fUZmzZpFhw4daNeu3XOfPTExkdTUVGxtbXn06BHu7u7ahqDPk1Etoq8eMvVcbOhqFUAPw4t83qka7zWowCvmSSTcOM6nrVw5O7lDrkYO64udnR1VqlThn3/+AaRipChNnTqVQ4cOcfnyZX2HIoQQQuidbKURQogCcujQITZt2sSFCxcwMjLSdzh5Mnv2bGbPnp3puI+PD1OnTuWDDz7go3Y1+eZcEAA2LT/ApuUHWd6rwicbMx3LWG+iNGDJZN1ExowZM7L9yXV2/UV+/PFHbGxsuHDhAjt37tQ55+HhQXh4OAcPHmTXrl1cv349y3s/LSEhgZSUFGxtbYt1f5GsVKxYkdOnT7OkTfrWn19+eUy/pZtoN7cfdhbZV8kUFxl9Rl599VWpGClC1tbWzJo1i/Hjx+Pp6VkiGkQLIYQQhUUqRoQQogA8fPiQjz76iD179uDs7KzvcApMVFQUmzZtYuLEidhbmNC2mgP5ff+kUED76g55erOeVWJEo9Fw6tQpmjVrRoUKFXB0dNQ5b2BgwLvvvsuoUaNYsGABDg4OOb5OYmIiSUlJ2NjY8ODBgzwlRoq6v8izXF1defz4sfZjBwcHDA0N8fX11WNUude+fXuOHTsGSMVIUfvkk08ICgrit99+03coQgghhF5JYkQIIV5QYmIiPXr0YNq0abRq1Urf4RSo9evX89Zbb+Hu7g682KhYA3Uaw1pXytM1WSVGbty4QVpaGg4ODtppNM8yMjIiKiqKjz76KFevk5CQQEJCgrZipDg3Xn1WxYoV8fPz035sb2+PRqPBx8dHf0HlQZs2bTh37hxJSUlSMVLElEoly5YtY+LEido+L0IIIcTLSBIjQgjxAjQaDZ999hk1a9Zk9OjR+g6nQMXHx7NmzRqmTJmiPZbfUbGmSgPs/U4x+ZMPePLkSa6vyyox8vPPP6NWq3n8+HGm/iIAwcHBfP/99xgaGuZ6LHBiYqJOYiS3FSMRERF6T4y4urri5+enHVFsb29PcnJyiUmMWFlZUbt2bby9vbG2tiYlJSVTE15ReN544w0qVqzI119/re9QhBBCCL2RxIgQQryAr7/+mn///ZfNmzeXuj3633zzDa1ataJmzZo6x/t5uDO9a03MjAxz3lajVmOk0DDjzZqc2b6ImjVr4uHhwb1793IVQ1aJkX379mnfSLdt2zbTNePGjePjjz/mnXfe4eDBg7l6nYSEBOLi4rC1tS32o3qfVaZMGczNzQkPDwfQJhcePnyo17jyokOHDhw7dgyFQoGjo6NspylCCoWC5cuXM2/ePKKiovQdjhBCCKEXkhgRQoh8OnfuHF988QX79u3Ty7jWwpSSksKyZcuYNm1aluczRsV2qeWIidIg21GxHq7mxB6cS0d3U5RKJatXr2b8+PG0atWKv/76K8c4nk2MpKSkcO3aNZo3b061atUyJSWOHDnC33//zcyZM3Wm0+QkISGB+Ph4LC0t8fHxoVKl3G35KQ7NV0G3z4iBgQHW1tYlKjHSvn17jh8/DqT3GZHtNEWrbt26dOvWjfnz5+s7FCGEEEIvZCqNEELkQ2hoKO+//z7ffPMN1apV03c4BW7Hjh3Url2bxo0bZ7umnosNG/s1ISIumZ8u+nM7KJaYpFSsTI2o4WxJz0Yu2FmYMDXgNUaNGsXevXsBGDp0KK+88goffPABs2bN4rPPPsv2NaKionByctJ+/Pfff6NQKDAxMcm0jSYxMZHhw4ezbt06zM3N6dy5MwMGDCA8PFw7Hjg78fHxmJqaEhYWho2NTa4TXZGRkbi5ueVqbWHK6DOS8efl4OCg05C1uGvZsiWXLl0iPj5eGrDqybx586hTpw6fffZZrreSCSGEEKWFVIwIIUQepaWl0adPH/r168c777yj73AKnEqlYtGiRdlWizzLzsKEYW2qsLJ3A7YMbMrK3g0Y1qaKdvrMzJkzuXLlis62lvbt23P69GnWrFnDyJEjSUtLy/Le0dHROhUju3btokyZMly5ciVTYmThwoU0aNCAN998EwAzMzM6d+7ML7/8kuMzxMfHa6ss8vKmsDj0GIHMk2kcHR1JSUkhOjpaj1HlXpkyZWjYsCFnzpyRBqx64uTkxNixY3V6CgkhhBAvC0mMCCFEHs2YMQNDQ0PmzZun71AKxU8//YSjoyOtW7cukPuZmZnxzTffMHLkSJ0eBlWrVsXb25sHDx7wxhtvZNmU9dmtNH/88QetWrXiwoULOhOAbt++zYYNG1i1apXO9bndTpOYmKjtL5KXxEhx6DECmSfTlCtXDgcHhxIzshf+6zMiFSP6M27cOLy9vTlz5oy+QxFCCCGKlCRGhBAiD/bv388PP/zADz/8gKFh/sbWFmcajYYFCxYwbdq0Am0m26ZNG9566y0mT56sc9za2ppff/2VOnXq4OHhwd27d3XOP50YiY6OJiAggMaNG1O/fn0sLS21MX/22Wd88cUXuLi46Fz/5ptvcvLkSWJiYp4bX0ZiJC+jeqF49hiB9Mk01tbWJWYyDaQnRo4fPy4VI3pkbm7OggULGDduHGq1Wt/hCCGEEEVGEiNCCJFLt2/fZtiwYfz000859qwoqQ4dOoRCoeCNN94o8HsvXryY33//nRMnTugcVyqVrFy5kgkTJtC6dWs8PT21555OjPz+++8oFAoSEhJ0ttHs2LGD6OhoRowYkek1raysaN26NYcOHco2LrVaTWpqKnZ2dnneSlNcK0bs7e0xNzcvURUjHh4e3Lx5E0tLS6kY0aMPP/wQtVrNnj179B2KEEIIUWQkMSKEELkQFxdH9+7dWbBgAU2bNtV3OIVCo9Ewf/78Aq8WyWBtbc369ev5+OOPSUxMzHT+k08+Yc+ePfTr148NGzYAuomRnTt3UrlyZU6dOqVNjERGRjJp0iS+/vprlMqs+4nntJ0mKSkJpVJJ2bJl8zSqF4pvjxF7e3uMjIxKVMWIiYkJzZs3JygoSCpG9MjAwIDly5czZcqULP+eCiGEEKWRJEaEECIHGo2GIUOG0KJFCz7++GN9h1NoTp48SXh4OD169Ci013jnnXdo2LAhc+bMyfJ8u3btOHPmDOvWrWPEiBE8efJEmxg5e/YsnTt35vr167Ro0QKAyZMn8/777z83WdWtWzf+/PPPbN/kJSQkYGRkpN1Kk9uKkaSkJFJTU7GwsMjV+sJUvnx5QkNDSU1NBdITIwqFokQlRgA82nbiiJ+aQLfODN7+D2P3XGLjiQdExCXrO7SXSps2bWjSpAmrV6/WdyhCCCFEkZBxvUIIkYNVq1Zx//59Tp8+XSiVFMXFggULmDJlSqH3Tlm7di1169alV69eNGrUKNP5KlWq8Pfff/PBBx8QGRmJWq3m8ePHxMbGUrt2bZo1a4apqSlnzpzh0KFD3Lx587mv5+DgQMOGDfH09OTtt9/OdD4xMRFDQ0PMzMy042Jz48mTJ5QtW7ZYfE4YGRlRrlw5AgMDcXNzw97entTU1BKTGLniF8V6r/scT6pDqnkKWBpz7HYoAKbKYFZ63qVddQeGt61KfVcb/Qb7kli8eDEeHh589NFHODo66jscIYQQolBJxYgQQjzHyZMnWbx4Mfv27cPMzEzf4RSaCxcucOvWLfr161for+Xo6MiSJUv4+OOPsx3Ta21trW1w27p1a5YvX46pqSn37t2jQ4cOpKam8umnn7Jy5Uqsra1zfM3nbadJSEjAwMAAlUpFpUqVcp3oKC79RTI83WfE3t6ehISEEtFjZKe3D302e3P0VgipasDQWOd8Upqa5DQ1R26G0GezNzu9ffQS58umatWqDBgwgFmzZuk7FCGEEKLQSWJECCGyERgYSJ8+fdi+fTvu7u76DqdQLVy4kAkTJmBsbJzz4gIwcOBA7O3tWb58ebZr4uLiKFeuHJMmTWLDhg1UqVKF48eP06FDB1auXEmFChV4//33c/V67733Hr/++qt2q8nTEhMTUSgUJCYm5qnxanHpL5Lh6T4jDg4OREVFkZCQQGxsbJHGMXv2bBQKBWFhYWg0GiwsLBg0aFCWa3d6+zD/0C0SU1VoNM+/r0YDiakq5h+6JcmRIvLFF1+wf/9+bty4oe9QhBBCiEIliREhhMhCSkoK77//PsOHD6dLly76DqdQ3bx5k9OnTxdp/xSFQsHXX3/N0qVLuXfvXpZrMhqvDh48GI1Gg4+PD7du3cLe3p4lS5awfv36XFd3uLq6UrlyZU6ePJnpXEJCAhqNhri4uDyP6i1OiZFnK0YiIiJwd3fXW9XIzZs38fX1JT4+PsvzV/yimH/oNompeRsLm5iqZv6h21z1jyqAKMXz2NraMn36dCZMmKDvUIQQQohCJYkRIYTIwoQJEyhbtizTpk3TdyiFbvHixYwZMwZzc/Mifd1KlSoxbdo0PvnkE9TqzG+OMxIj58+fR61WM3v2bIyMjOjYsSOjR4/OUxIDst9Ok5iYiEaj4cmTJyVyVG+GpytGzM3NUavVuLq66qXPSJUqVbhx4wY3btzI9s9pvdd9ktJU+bp/UpqKDV73XyREkUufffYZDx484M8//9R3KEIIIUShkcSIEEI8Y9euXRw6dIgdO3ZgYFC6/5l89OgRv/32G8OHD9fL648ZM4aEhAS2bNmS6VxGYmTTpk2UL1+eBw8e8NZbbxEREYGXlxeRkZF5eq3u3btz4MCBTEmYhIQEVCoVISEhea4YsbOzy1MMhenpihGFQoG9vT3lypXTS2KkTp062sRInTp1ANi8eTOurq44OTkxc+58TtwNQ6OBJN+r+G8YTMCmYYT/voqQ3V8A4LvoLeJvnsB/3QACvhpCSlh65UtqVDBBO6fwzbDXeL/PB9qKFHd3d7799luqVq2Ko6MjXl5eRf7cpZGxsTFLlixh/Pjx2fYEEkIIIUq60v0dvxBC5NHVq1cZO3Ys+/fv146JLc2WLl3KsGHD9PashoaGfPPNN0ybNo3AwEAAwuOS2XjiAZuupRD0yjv8leDCK92Gc+TEWY4fP84vv/xCgwYN8PDw4M6dO7l+rWrVqlG2bFnOnTunczwhIYG0tDQCAwNLTcUIpG+nsbW11ctWmurVq3Pr1i1u3LhBzZo1SUpKYtu2bfz999/cv3+flSuWo05OAOCJ1zbsugyn7GufkPYkEMc+87T3SXzwDxU++xbTSg2Ju/wHABG/raBMzTZUGbsL/+gU5s6dq12/a9cuLl++zNixY1mxYkXRPnQp9s4772Bvb8+3336r71CEEEKIQiGJESGE+L+oqCh69OjBypUrqVevnr7DKXRBQUHs3r2bsWPH6jWOevXq8emnnzJo/CyG7rhAy8XHWOl5lyvRxjwxd0FRqTn+NvVIeWMmLn3mYPdKI1asWMHkyZNp06YNR48ezfVrZbWdJiEhgZSUFAICAvLUZLe4NV99umIE0hMjFhYWeqkYMTMzIyEhgXv37lGlShVMTU3ZsWMHu3btok+fPsTHxpAYGw2AQmmMRq3S/vc065YfoDBUYlK+OurkBNTJCaQEP8Ci4RskqxVUbvs+hw4d0q6fMmUKFhYWeHh4EBMTU6TPXJopFApWrFjBrFmz5PdVCCFEqSSJESGEANRqNQMGDOD1118vkpG1xcHKlSvp168f5cqV03coVO4ykLsuXTl6M5jk/49nfVqqRoFCaUyEmYt2ZOuQIUPYu3cv/fv3Z926dWhyGmvCf4mRp9dGR0ejUChwdHTE1NQ01zEXt4qRjBG9GVtL7O3tMTU11UtiJOP1Y2JiUCqVqNVq2rZti4ODA6tXr6aM7X+fc0b2rkSd2M6T41ux7TBE5x5KW+f//yrrJrvxKSqdP8uMrVC5bcorcq9Ro0Z07tyZxYsX6zsUIYQQosBJYkQIIUgfVxseHv7c8bGlSWRkJN98802O0yYuXbpE7dq1cXJyYvr06Xl+HS8vL9q1a/fcNTu9fVhy5B4ojdFk8wY4gwbdka1t2rTh7NmzLFq0iHr16mUax/vs69evXx+1Ws2WLVu0xyMjIzEyMsrTNpqM64pTjxGFQoGrq6u2asTBwQEDAwO9JUZq1apFjRo1ANi/fz+urq4MHDiQy5cvEx8ZAoBGrSLx/nmcBq6gwtCNmLrU0rmHQqH7bYqBiTnGjpWJu/InGo2ae8f30rVr1//Ol/KeQPo2f/58Nm7cqLNlSwghhCgN5DsIIcRL78iRI6xfv569e/dibGys73CKxLp163j33XepWLFitmvS0tLo2bMnc+fOxdfXF09PT44cOVKgcRTEyNbKlStz8+ZNKlasyOuvv/7cpqwKhYLu3btz+vRp7bGMxEhep9wUt4oR0O0zYm9vT3JyMnFxcdmOzC1MNWvW1CZGOnbsiEKhwMnJiZ9//hmHChUhOgiFgSHGjlUI2DAY/3UDCN45mZTQR8+9r93b44m/fpyAtf2wMNIwa9asongcAbi4uDBy5MiXYlqXEEKIl4tS3wEIIYQ++fj4MGDAAPbs2UOFChX0HU6RiIuLY+3atTrJgaycOXMGU1NTevToAcB7773HX3/9RefOnQssloIY2bqxXxOsrKz45ZdfmDx5Ms2bN+fXX3/Vvil/Vvfu3enfv782KRQdHY2BgUGeK0aKW48R0O0zYm9vz7Vr13Bzc8PX15datWrlcHXBmD17dqZjgwYN0vk4PC6ZlouPEeN3B4WRKS6jdwEaory2EXfVk7IdP8Ftym/a9Rb1OmJRryMARjZOOPVbjInSgEOTO1CmjAmATmVMu3btZCpNIZk4cSLVq1fn/PnzNGvWTN/hCCGEEAVCKkaEEC+tpKQkevbsyaRJk2jbtq2+wykymzZton379lSvXv25665du6aTXPjoo48YNmwYO3fuxN3dHTc3N7Zt26Y9v2vXLipVqoSjoyNLly7Vudf48eOxtbWlTZs2JCYmAvDDvp/ZPq47fmv6E3VqF5A+ujVwywiCd0zEb00/7XGA2Mt/4L9+EH5r+xHt/RMaDRy/E0ZEXDLbtm1jyJAhLFu2jKlTp9KmTZtsq1tatGhBVFSUNo7o6Gg0Gg0ajYZGjRrh5OTE0KFDc+xZUhIqRsLDw3F3d9fbdprs2FuY0LaaA8Zly6NJScR/XX/81w4g2f8Wlg1ez/F6hQLaV3fAzsKkCKIVT7OwsGDevHmMGzcuV319hBBCiJJAKkaEEKVSeFwyP/3rz+3gGGKS0rAyVVLDyYr3G7to30yNGjWKypUr8/nnn+s52qKTnJzM8uXL+e2333JcGxUVhYWFhfZjR0dHbt++zeTJkzl79iwGBga8+uqrNG7cGKVSydSpU7VVJvXq1eOdd94BwNvbm3fffZfg4GCaNm3K4cOHad26NaNHj6LCB1+SZlyG4G2fY/6KBwCp4X44DViG0rY8wVvHYFa5McaOlYm/9hdO/ZdhYFqGgK+GYNmwKwqlBT9d9Ofpt8eDBw+matWq9OrVi169emV6LgMDA1q1asXV6zfYeOIBD8q1wrxzfZau3cjoRZsY1b0dfXu+w8GDB3nvvfey/X1MTk7G0tIyD7/7ha9ixYqcPXsW+C8xUr169WKXGAEY0a4qp+6FU+79vG+FMVUaMrxd1UKISuTGwIEDWb16Nfv379dWlAkhhBAlmSRGhBClyhW/KNZ73efE3TAAnekmpspgVnrepV11BypE3eDMmTOcO3fupZpgsX37durXr0/Dhg1zXGtkZERycrL24xMnTuDl5cXbb7+Nm5sbkL4t5ciRIxgbG/Pmm2/i6uoKgL+/PwYGBgQGBuLg4MCYMWNQKBQ0bNiQmJgYvL29eRIWQuS3Y9JvnpZKSvhjlJZ2GJerhIlzNQDMqjQhOfAOJhVqpPeWuOlFst8N1ElxqBNjSTIx53ZQLPWfib1Nmzb8/fffdOjQgeTkZFJTUzEyMgLSP0ciK7xK8OWHrPS8S7JDbQw0PsRGhLBodH8WjQYlKmo0+jfbxMiTJ08oW7ZssfvcyapipHPnzvj6+uo5sszqu9owvWsN5h+6laceM2ZGBkzvWoN6LjaFF5x4LkNDQ5YvX86wYcN46623MDGRyh0hhBAlm2ylEUKUGju9feiz2Zujt0KyHPma9P9jR26EsMXHksELtha7n/gXprS0NBYvXpzr6TJVqlThwYMH2o+PHTvGqlWrdNYoFAptOf3TZfV//fUXd+/eBaBSpUraBELG/zUaDU41GuM6aieuo3ZSYfhWzKu1yHQfjUYDCgWpUcGE7JqCoZkVth2HYmhpr10Tk6Q7iSZDpUqVWLduHcnJyXTp0oWIiAjt58j9GA2geOpzRIPS1hmXUTtwGbUDx8++5YiiITu9fbK8d3HsLwKZe4wU1600Gfp5uDO9a03MjAzJKcekUICZkSHTu9akn4d7kcQnstexY0dq1arFunXr9B2KEEII8cIkMSKEKBV2evv8/yfPKnLa9q4BFEYmbLkYme0b39Loxx9/xMXFhZYtW+ZqfefOnfHx8eHIkSPExMTw448/smDBAn777TceP35MQEAA+/fvp0uXLnTo0IHff/8dPz8/oqKiGDFihHYSSlYjVD08PIh8fIeU8Mdo0lII2T2dJN8rAKSG+ZAceAdVYiyJDy5gUqEmKcH3UVrZU6bua6SEPEQVG669V2pCDGp11hUHZcqUoU6dOjRq1IimH45j3m83SUxVpX8SPMWorAua1GSSfK+iUasI+3kZ4RePaMcCP6s49hcBtON6NRoN9vb2RERE4ObmVmwTI5CeHNkz1IMutRwxURpgqtT9fDFVGmCiNKBLLUf2DPWQpEgxsnTpUhYtWkR4eHjOi4UQQohiTLbSCCGKpRMnTvDRRx+hUqlYsmQJvXv3znbti458redioy3LX7JkCQCTJk3Kd+zFkVqtZuHChSxbtizX11hZWXHo0CE++eQTgoODGTp0KJ999hmWlpa0adMGjUbD3LlzqVu3LgDz58+ndevWpKWlMX78eBo1apTtZJBy5crx0eRFbF42G1VSAmVqt8P8leYk+V5FWbY8IT9MR5OajIlLLTQpicT88zMKFPiv7Y9Z5cYobZxIfRKAsbU9Zw/t5eCJ77G3t+e7776jc+fOODk5aV9LoVDQf8wMfv7qNMkqDUn+N3lyYgcKQ8P/1iiNKPvaJ4TsmYmBaRnMKjXCsuEbOp8jFz0P4uXlxbZt24iMjMTMzIxGjRpx8eLF/P2hFAILCwtMTU2JiIjA3t4eMzMz7OzsinViBKCeiw0b+zUhIi6Zny76czsolpikVKxMjajhbEnPRi7SaLUYqlGjBr1792bu3LmsWbNG3+EIIYQQ+abQSEtxIUQxk5ycTOXKlfnhhx+oVKkSzZo1486dO1hZWWW5fuiOCxy9FZJjpUhWFAroUsuRjf2avGDUxdsvv/zCnDlzuHDhQrHpi5ExsvXpLU+JPpcJ3TsH+7cnYF61GcG7JmPTph/RZ3/Eqe+iTPcwURpwdnIH4iKC+fPPP/nzzz85duwY7u7udOnShS5dutCyZUtG7rma4+dIWlQIwd9PxWX4tzrHMz5HPNKuaxMjW7du5cSJEzpTeYqL+vXrs3XrVho1akSVKlU4fPgw9erVIzIyEnNzc32HJ0qZsLAwatWqxenTp3OcdCWEEEIUV7KVRghR7Jw8eRInJyfatGmDq6srDRs25OTJk1muDY9L5sTdsHwlRQCdka+llUajYf78+UybNq3YJEXgv5GtT4eUGuaLQmFAmRotUSiNMK/WgqiTO7O8/umRrW5ubgwdOpR9+/YRFhbGunXrMDIyYvLkyZSrWIWj1wNe+HMk7qleJsV1Kw1k7jMSGRlJxYoVtU1ZhShIDg4OTJo0qdRV2QkhhHi5SGJECFHs3Lp1i8qVK2s/HjZsGBUrVmTr1q1UrVqVChUqsHnzZgB++tcfv+8mE3/7NKH7viT4+2kAxF37i4g//msKGPrTPBIfpW95iDr9A/5r++O/fiBx14+hAH666A/A7NmzmT17tk4833zzDS4uLjg4ODBrVt5Hi+rb8ePHiYmJyXbCij6NaFcVU+V/W1owMMCscmPthxb1OmLZ4HUAIv/6Br+VvQneORl1ajKmSkPqqh9Sq1YtnJ2dtX9u/v7+9O3bF1tbWx49eoS5mRmaxBjtPZN8rxK8a0qu4ksOuE3ApmE8WjeY7Xt/1h6PiIhAoVDg7u6usz4kJIS33noLZ2dnXnvtNUJDQwFo166ddluRj49PpusKUlaTaYpzA1ZR8o0aNYpr165x/PhxfYcihBBC5IskRoQQxU50dLROyf8777yjHQ954cIFLl++zOzZswkJCeF2cAxqjYaoE99hUa8T5bqnT1xJ71eR3sxTo0olJfQhpm71SYsOJenxNcoP/Rqn/st5cvxbktLU3A6KzTaecePGcfToUR49esTVq1eJjc1+bXG0YMECpkyZkmUTVH3LGNlqZpQemzopHoWxqfa8YRlblDZOJAfeQWnlgMuonaiT41H7XmRUCwdWzJnKn3/+yYMHD/jxxx+5dOkSAEFBQQQEBBAUFISxtQMxN07kK77wQ6uwadMfpyHreOzzUHs8MjISGxubTOtHjx7N22+/TVBQEK1atWL+/Pn5et0XUdIm04iSz9TUlEWLFjFu3DhUKpW+wxFCCCHyrPh9lyyEeOkZGxuTnJy+tcXd3R1bW1s8PT159OgRNWrUoG7dusTFxXHnzh1iktIAsKjXCfNXmmNgWgYAA1MLlLblSQl/TJLfDUzd6qMwMERpXY6yHYcS88/PhP+2AnV8FJD9yFeA1q1bM2PGDA4cOMCWLVtK1Ijfc+fOce/ePT788EN9h5Ktp0e2Ghgq0aj++7NIenwNVVwkhubWWDbphoGREWbOVehawwbXtEACAgJo2rQplStXJigoiBs3bgDp24fmzZuHUqnE1r0W6uSEPMelTopDFROGefWWGBiZUqn569pz2SVGPD09mTlzJk5OTmzYsIE7d+5kWlPYrb2kYkTow/vvv4+ZmRk7duzQdyhCCCFEnkliRAhR7FSqVIlHjx4B6dsOunfvjkKhYMCAAQQHBxMcHIyvry/NmjXDyjR9uJZJ+cxN/8pUb0nigwskPrhAmRrpI2qT/G4QdmA+RmXLY//2OO1aK1OjbOP55ZdfGDlyJHfu3KFu3bolajTlwoULmTRpEkZG2T9fcZAxsrVJ3RqoooIx/v9XpyTfq8Rc+BljG0dMjQzpUsuRdtXK8WoVezQaDe3bt9d+Tjx+/Fi7XcjJyUlbdWSizN+XuvT0hULbl8XU+L9BbtklRjQaDVevXiU4OJigoCB27szcHyUgICBf8eTW0xUjDg4OhIeH4+bmhq+vb6G+rni5KRQKVqxYwYwZM7SjuoUQQoiSQhIjQohip1OnTty9excvLy9iY2M5ffo0CoWC33//ncDAQKKiomjQoAF37tyhhpMVBtk0FDWr1oIkn8ukBN7G1L0BAMmBdzB2rIp5zdYk3D4DgKnSgBrOWVeBxMfHU61aNWrXrs3MmTMxNzfn/v37hfLcBe369eucO3eOwYMH6zuUXKnnYsNPX36GRcoTnB8fxTn+ITz8mzcGjMbFrgxnJ3dgY78m2JYxBsDDw4OLFy9y8+ZNkpKSeO211/jrr78AdLYN2VuYYGiQ96azhqYWGFrYknDvHMak8fifo9pzERERWSZGXnvtNb7++msA1qxZw9ChQ4H00ce+vr5oNJpCH2sqFSNCXzw8PGjdunWexoILIYQQxYEkRoQQxY6trS379u1jyJAhNG7cmAoVKmBkZMSsWbNo0aIFtWrVYtSoUdSvX5+ejV2yvY+hmSUoFChty6MwTK+YKFO9JakRj/FfN4C06FAUxmYkR/jTs1HW9ylTpgxjxoyhQYMGlC9fnlatWtG0adNCee6CtmjRIsaOHYuZmZm+Q8k1KysrDh8+xMWDW7i9YyajP+7P2NfrUN7aDDsLE5215cqVY8uWLbz77ru4ubnRunVrunXrlumetcpnPeY5N+y6juXJsW949NVQalauqD2eXcXI2rVr8fb2xsHBgf3797Ny5UoAxowZw7x58+jcuTOtW7fOdzy5UaFCBUJCQkhLS8Pe3p6wsDBJjIgis3DhQtasWUNgYKC+QxFCCCFyTaEp7M3OQghRyIbuuMDRWyH5GseqUECXWo5s7Nek4APTo4cPH9KsWTMePnyIlVX+EwP6kJycjL29Pf7+/lhbWxfIPQv6c8TS0pKAgIBi+3tboUIF/v77bx4/fszkyZM5deoU5ubmPHnypEQlykTJNHXqVEJCQvj222/1HYoQQgiRK1IxIoQo8TKNfM0DU6Uhw9tVLeCI9G/x4sV89tlnxfaN+/N4e3tTq1atAkuKQMF+jqSkpJCUlFSsm/Bm9BnJ2EpjYGCAi4uLdouNEIVp6tSpHDp0SDslSgghhCjuJDEihCjxnh35mltmRgZM71qDei42hROYngQEBLB3717GjBmj71Dy5dixY3To0KFA71mQnyORkZHY2tpqm7IWRxl9RjISI5A+4UkasIqiYGVlxezZsxk/fnyhT2ESQgghCoIkRoQQpcLTI19zer+qUICZkSHTu9akn4d7kcRXlFasWMHAgQOxt7fXdyj5UhiJESi4z5HIyEjKli1b4PEVpIyKEVtbW6Kjo0lLS5M+I6JIffzxx4SEhPDbb7/pOxQhhBAiR8qclwghRMnQz8Odei42bPC6z/E7YSiApDS19ryp0gAN0L66A8PbVS11lSKQPi1l69atXL16Vd+h5Et8fDyXLl2iZcuWhXL/gvgcKQmJEVdXV+7du4ehoSG2trY8efJEEiOiSCmVSpYtW8bYsWN5/fXXi/3IcCGEEC83SYwIIUqVei42bOzXhIi4ZH666M/toFhiklKxMjWihrMlPRu5ZJpuUpqsWbOGHj164OKS/bSe4uz06dM0atQIc3PzQnuNF/0ciYyMxM7OrtDiKwgVK1bUji7O2E7j5ubG4cOH9RyZeJm8/vrruLu7s3HjRkaNGqXvcIQQQohsSWJECFEq2VmYMKxNFX2HUaRiY2PZsGEDZ8+e1Xco+VZY22iykt/PkZJSMeLn5wegM7JXeoyIoqRQKFi2bBkdO3akX79+2Nra6jskIYQQIkvSY0QIIUqJjRs30rFjR1555RV9h5JvRZkYya+IiIhinxipWLGidgJNRsWIbKUR+lC3bl3eeecd5s+fr+9QhBBCiGxJYkQIIUqBpKQkVqxYwdSpU/UdSr49efKE27dv07x5c32H8lwloWLEwcGB+Ph44uPjtYmR8uXLEx4eTnJysr7DEy+ZuXPnsm3bNh48eKDvUIQQQogsSWJECCFKga1bt9KkSRPq1aun71Dy7eTJk7Ro0QITk+LdA6Yk9BhRKBTa7TQZiRFDQ0NcXFy0lSRCFBUnJyc+//xzpkyZou9QhBBCiCxJYkQIIUq41NRUlixZwrRp0/QdygspCdtooGRUjACZEiMAbm5u0mdE6MW4ceM4d+4cp0+f1ncoQgghRCaSGBFCiBJu9+7dVKpUiRYtWug7lBdSUhIjJaHHCPzXZ8TBwUGbGJE+I0JfzMzMWLBgAePHj0etVud8gRBCCFGEJDEihBAlmFqtZuHChSW+WiQ0NBQ/Pz8aNWqk71ByVJIrRiQxIvTpww8/RK1Ws3v3bn2HIoQQQuiQxIgQQpRgP//8MxYWFrz22mv6DuWFeHl50aZNG5TK4j9FviT0GIH/KkYyxvWCJEaEfhkYGGibRCcmJuo7HCGEEEJLEiNCCFFCaTQaFixYwLRp01AoFPoO54WUlG00ULIrRtzc3CQxIvSqdevWNGnShFWrVuk7FCGEEEJLEiNCCFFCeXp6kpCQQLdu3fQdygsrKYmRlJQUEhISsLKy0ncoOXq6YuTprTTSfFXo2+LFi1m+fDkhISH6DkUIIYQAJDEihBAl1oIFC5g6dSoGBiX7n3I/Pz+ePHlCnTp19B1Kjp48eYKtrW2JqNDJqBixsLAgOTmZpKQkKlSoQGhoKCkpKfoOT7zEqlatysCBA5k5c6a+QxFCCCEASYwIIUSJdPbsWXx9fenTp4++Q3lhx48fp3379iUiwVNSttEAWFpaYmJiQmRkJPb29kRERKBUKilfvjx+fn76Dk+85GbMmMGBAwe4fv26vkMRQgghJDEihBAl0cKFC5k0aVKJaFaak2PHjtG+fXt9h5ErJaXxaoaMqhEZ2SuKG1tbW2bMmMGECRP0HYoQQgghiREhhChprly5wr///sugQYP0HcoL02g0Jaa/CJSsihHIus+Im5ub9BkRxcKnn37Kw4cP+eOPP/QdihBCiJecJEaEEKKEWbRoEePGjcPU1FTfobywBw8eoFKpqFatmr5DyZWIiIgSlRh5ejKNjOwVxY2xsTFLly5lwoQJpKWl6TscIYQQLzFJjAghRAly7949PD09GTZsmL5DKRAZ1SIloZkplI6KEUmMiOKkW7duODg4sGXLFn2HIoQQ4iUmiREhhChBlixZwogRI7C0tNR3KAWiJG2jgZLbY0QSI6K4UigULF++nNmzZxMTE6PvcIQQQrykJDEihBAlhJ+fH/v27WPUqFH6DqVAlLT+IlA6Kkakx4gobho1akSXLl1YtGiRvkMRQgjxkpLEiBBClBDLly9n8ODBJapi4Xlu3LiBpaUlbm5u+g4l10pyj5GMxIiLiwvBwcGkpqbqOToh/jN//ny+/vprSdoJIYTQC0mMCCFECRAWFsZ3333HuHHj9B1KgSlp1SJQ8ipGKlSoQHBwMGXLltUmRoyMjHBycsLf31/P0QnxnwoVKjBy5EimTZum71CEEEK8hCQxIoQQJcDq1avp1asX5cuX13coBeb48eMlMjFSkip2jI2Nsbe3R6PRaBMjIH1GRPE0ceJEvLy8OH/+vL5DEUII8ZKRxIgQQhRz0dHRbNy4kUmTJuk7lAKjUqk4ceIE7du313coeVLSKkYgvc9IYmKidlwvpPcZkcSIKG4sLCz48ssvGTduHBqNRt/hCCGEeIlIYkQIIYq5r776itdff53KlSvrO5QCc/nyZZydnXFyctJ3KHlS0nqMQHqfkdjYWMLDw7VvNt3d3aWXgyiWBgwYQFxcHPv27dN3KEIIIV4ikhgRQohiLCEhgVWrVjFlyhR9h1KgSmJ/kdTUVBISErCystJ3KHlSsWJFgoODMTIyIi4uDpCtNKL4MjQ0ZPny5UyePJnk5GR9hyOEEOIlIYkRIYQoxr799ls8PDyoU6eOvkMpUCUxMfLkyRNsbGwwMChZXzqzmkwjiRFRnL322mvUqlWLdevW6TsUIYQQL4mS9d2dEEK8RFJSUli6dClTp07VdygFKiUlhTNnztC2bVt9h5InJa3xaoaKFSvy+PFjSYyIEmXp0qUsWrRIp2mwEEIIUVgkMSKEEMXU999/zyuvvELz5s31HUqB+ueff6hatWqJ69VREhuvwn8VIw4ODto3mS4uLgQFBZGWlqbn6ITIWo0aNejTpw9z5szRdyhCCCFeApIYEUKIYkilUrFo0SKmT5+u71AKXEncRgMls/EqZF0xYmxsTLly5QgICNBzdEJkb9asWezevZvbt2/rOxQhhBClnCRGhBCiGDpw4AC2tra0a9dO36EUuJKaGCmpFSMODg7ExcVhbW2tM7JXttOI4s7e3p7JkyeXqlHlQgghiidJjAghRDGj0WhYsGAB06ZNQ6FQ6DucApWYmMg///xD69at9R1KnpXUHiMGBga4uLhgZGSk069BEiOiJBg1ahTXr1/n2LFj+g5FCCFEKSaJESGEKGb+/PNP0tLSePPNN/UdSoE7e/Ys9erVw9LSUt+h5FlJrRiB9D4jGo1GJzHi5uaGr6+vHqMSImcmJiYsXryY8ePHo1Kp9B2OEEKIUkoSI0IIUcwsWLCAqVOnlrixsLlRUrfRQMntMQLpfUZSUlKkYkSUSD179sTc3JzvvvtO36EIIYQopUrfd91CCFGCnTp1isDAQN5//319h1IoSnJipKRXjCQmJkpiRJRICoWCFStWMGPGDOLj4/UdjhBCiFJIEiNCCFGMLFy4kMmTJ6NUKvUdSoGLjY3l2rVrtGjRQt+h5EtJ7TEC6RUj0dHRkhgRJVbz5s1p27YtS5cu1XcoQgghSiFJjAghRDFx6dIlrl69yoABA/QdSqE4deoUzZo1w8zMTN+h5EtJrxiJjIzUSYy4uroSEBAgfRtEibFw4ULWrl0rY6aFEEIUOEmMCCFEMbFw4ULGjx+PiYmJvkMpFCV5Gw2U/B4jQUFBPHnyBLVaDaQ3tbS3tycwMFDP0QmRO25ubgwdOpQZM2boOxQhhBCljCRGhBCiGLhz5w5eXl588skn+g6l0JT0xEhJrxjx9/fH0tKSJ0+eaI/LdhpR0kydOpXDhw9z8eJFfYcihBCiFJHEiBBCFAOLFy9m1KhRWFhY6DuUQhEREcH9+/dp2rSpvkPJl9TUVOLj47G2ttZ3KPliZWWFkZERtra20mdElGhWVlbMmTOH8ePHo9Fo9B2OEEKIUkISI0IIoWePHz/m559/ZuTIkfoOpdCcOHGCVq1aYWRkpO9Q8iUqKgobG5sSPULZ1dUVCwsLSYyIEm/IkCGEhoby66+/6jsUIYQQpUTJ/Q5PCCFKiaVLl/Lxxx9ja2ur71AKjWyj0b+KFStiYmKikxhxc3PD19dXj1EJkXdKpZLly5czceJEUlNT9R2OEEKIUkASI0IIoUchISHs2rWLzz//XN+hFKpjx47Rvn17fYeRbyW58WoGV1dXlEqlVIyIUuH111/H3d2djRs36jsUIYQQpYAkRoQQQo9WrVrFBx98gJOTk75DKTRBQUEEBwfToEEDfYeSb6WlYkSlUkliRJQay5YtY968eToNhYUQQoj8kMSIEELoSVRUFJs2bWLixIn6DqVQHT9+nLZt22JoaKjvUPItMjISOzs7fYfxQlxdXUlJSSEsLEx7rGLFivj5+aFSqfQYmRD5U7duXd577z2+/PJLfYcihBCihJPEiBBC6Mn69et56623cHd313cohaqk9xeB0lMxEhcXp1MxYmpqStmyZQkKCtJjZELk39y5c9m+fTsPHjzQdyhCCCFKMEmMCCGEHsTHx7NmzRqmTJmi71AKXWlIjJSWHiNRUVE6iRFI304jDVhFSeXo6Mi4ceOYPHmyvkMRQghRgkliRAgh9OCbb76hVatW1KxZU9+hFKpHjx4RHx9PrVq19B3KCykNFSMVKlTgyZMnOltpQPqMiJLv888/559//uHUqVP6DkUIIUQJJYkRIYQoYikpKSxbtoypU6fqO5RCd/z4cTp06IBCodB3KC+kNPQYMTExwdbWlpCQEJ3jkhgRJZ2ZmRkLFixg/PjxqNVqfYcjhBCiBJLEiBBCFLEdO3ZQq1YtmjRpou9QCl1p2EYDpaNiBNL7jEREROgcc3Nzk8SIKPE++OADAH744Qc9RyKEEKIkUuo7ACGEKK3C45L56V9/bgfHEJOUhpWpkurlLFi+Yi1bNqzWd3iFTqPRcPz4cebMmaPvUF5YaegxAunVIVeuXCE1NRUjIyPtsf379+s5MiFejIGBAStWrKBv3750794dMzMzfYckhBCiBJHEiBBCFLArflGs97rPibvpvRyS0/4r7VYqNKS9NYddj8tg4xdFfVcbPUVZ+O7evYtSqaRy5cr6DuWFlZaKETc3N8zMzAgPD8fZ2RmQrTSi9GjVqhVNmzZl5cqVTJs2Td/hCCGEKEFkK40QQhSgnd4+9NnszdFbISSnqXWSIgBpGgUYKDl6K4Q+m73Z6e2jn0CLQMY2mpLeXwRKR48RSJ9MY2xsrDOZxs3NjcePH0tvBlEqLF68mBUrVhAcHKzvUIQQQpQgkhgRQogCstPbh/mHbpGYqkKjef5ajQYSU1XMP3Sr1CZHSkt/kbS0NOLi4rC2ttZ3KC+sYsWKKBQKncSImZkZNjY28kZSlApVqlRh4MCBzJo1S9+hCCGEKEEkMSKEEM/Ytm0bffr0yfXaQYMGccUvivmHbpOYmrefuiemqpl/6DZX/aPyEWnxpVarOX78OO3bt9d3KC8sKioKa2trDAxK/pdMV1dXVCqVTmIE0qtGfH199RSVEAVrxowZHDhwgGvXruk7FCGEECVEyf8uTwghioH1XvdJSlPl69qkNBUbvO4XcET6de3aNezs7HBxcdF3KC+stDRehfSKkaSkpEyJEekzIkoTW1tbvvjiCyZMmACkN8LeeOIBY/dcYvD2fxi75xIbTzwgIi5Zz5EKIYQoLqT5qhBCvKCkVBV/3w3LcftMdjQaOH4njIi4ZOwsTAo2OD05duxYqagWgdLTeBWgXLlypKSkEBQUpHNcEiOitPn0009Zs+tn3l32O7ei038O+HTPJ1NlMCs979KuugPD21Yt1Y2whRBC5EwqRoQQIpfmzp2Ls7MzLi4u7NixQ3v80s17+G4Zg//a/sRe+VN7POr0D/iv7Y//+oHEXT+mPR68awrxt08Tuu9Lgr9Pn5ygAFq0bsNPP/3Eu+++q9ObY+vWrVStWpUKFSqwefPmwn/QAlBa+otA6Wm8CukjTW1tbTMlQSQxIkqbPf8GwGtjuRymzrIRdtL/jx25WfobYQshhMiZVIwIIUQuPH78GC8vL+7evUt0dDRNmjShf//+ADy6fQ2HgatBoSB42+eYVW4MajVJj69RfujXqJMTCNo+Fos6/yUKok58h22HIZi61gHSv0lPS1Yxbdo0li1bRtu2bQG4ceMGy5cv58KFC6SmptKgQQO6deuGo6Nj0f8m5FJaWhonT55ky5Yt+g6lQJSmihEABwcH/P39dY65ublx8OBB/QQkRAHLaISdqlaAwfOnYj3dCBugn4d7EUQohBCiuJGKESGEyIWKFSuyevVqVq5cyYABAwgJCdGec67ZBCNbZ4xsnDAuX42UoPsorctRtuNQYv75mfDfVqCOj9K5n0W9Tpi/0hwD0zLaYyq1hsGDB9OtWzftBJRjx47x6NEjatSoQd26dYmLi+POnTtF8sz59e+//+Lm5ka5cuX0HUqBKE09RgAqVKhAaGiozjF3d3dpvioKxezZszE3N8fBwYGKFSuybdu2F7rX7Nmzn7umKBthe3l50a5du1wfF0IIUXxJYkQIIXLh9OnTdO/enVdeeUVnGw2AkdJQ+2uFwgDQkOR3g7AD8zEqWx77t8dlup9J+eqZjhkaKPDw8NA5ptFoGDBgAMHBwQQHB+Pr60uzZs0K5qEKSWnaRgOlq2IkPC4ZTY3XiK71rk4TSkt7Z3x9fdHkt1GOEM8xevRowsLCOHPmDBMnTszU/LcgPd0I23fRW3m6tjQ2whZCCJE7khgRQohc8Pb2plGjRvTu3ZuffvpJ51zgzQsYxIWRFhNGcuAdjB2r/P//VTGv2ZqE22dyvL+p0gBzE8NMx9u3b8/vv/9OYGAgUVFRNGjQoNhXjJTGxEhJ7zFyxS+KoTsu0HLxMXws62BYpQXHbody8HIgqzzv0nGtN3bvTuX4lYf6DlWUYq6urlSoUIEHDx4Uyv3D45I5UUCNsIUQQrxcJDEihBBZ2Lt3L6amptr/lEolN2/epHz58vj4+GBhYcHdu3cBqFevLgE/ziVo++fYtOmH0rocZaq3JDXiMf7rBpAWHYrC2IzUyIBsX08DOGQxkaZu3brMmjWLFi1aUKtWLUaNGkX9+vUL67FfWHJyMt7e3rRp00bfoRSYkl4xstPbhz6bvTl6K4TkNDWqZ770ZzShVFZsyKc/3ZYmlKLQ3Lx5Ez8/P6pWrcrSpUtxcXGhWrVqHD58GIBt27YxaNAg7fp27drh5eX13Hs+3RR74sK1ADw5tgW/1R8C4Lf6QwI2DdOuD/9tJbEXDxH++yoCvv4EgLSoEPw3DAbSG2EPHDVRu2Xn/PnzNGrUCCcnJ4YOHZrvqqqCuo8QQojCIc1XhRDiGYMGDdL55jzD2LFjtb9euXIlANWqVWPQoEEM3XGBo7dCtD+pVNo4Un7Ieu36sh0/0f7aqe8infsqFNC+ugMb553MMp4hQ4YwZMiQfD5N0Tp37hw1a9bExsZG36EUmJLcYySjCWWu+i0YGJCiQppQigK3bt06tm7dSmhoKLNnz+bSpUts3bqVK1euEBgYSMeOHbl69Wqe7/tsU+zqdRrg8Nl2bDsMwbbDEHwXvYXrmO8zXRftvRfrlh9g2yHzv6tJaWrCY1MASElJoW/fvuzbt49atWrx+uuvc/DgQd577708xVlQ9xFCCFF4pGJECCEKwIh2VTFVZt4KkxumSkOGt6tawBHpR2nbRgN5rxiZPXs2CoWCsLAwNBoNFhYWWSbacqJQPH+aRk6ebkKZ5HuVoO/G5+q6/DShFOJ5Ro4cSUhICA8fPuTbb79l4cKFDBgwADs7O+rWrYuHhwenT5/OdF1OVRXPNsVOiI7IVTxmlRtjWb8zhmaWWZ5P/n+Pkjt37uDj40Pnzp1xcXHh4sWL3Lx5M1ev8bSCuo8QQojCI4kRIYQoAPVdbZjetQZmRnn7Z9XMyIDpXWtQz8WmcAIrYqU1MZKfHiM3b97E19eX+Pj4HNe6u7vj4+OTj+iy93QTyrzSVxPKZ7dSiNKlUqVKNG/ePNP2GIVCkWUSJCAg++2H8Pym2M9jUr7Gc8+nxqQ3h9VoNFStWlXb/Nrf359Ro0bl+nUyFNR9hBBCFB5JjAghRAHp5+HO9K41MTMyJKcf9isUYGZkyPSuNUvNloX4+HguXrxIy5Yt9R1KgcpPj5EqVapw48YNbty4QZUqVQopsuxJE0pRHAUFBeHt7c3+/fvZuXMnkZGR3LhxA29vb1q3bo2VlZV2bPRvv/3Gw4fPbwacVVNsE+V/39oamFmRGhWMRpWGOiku2/soTMxRJ8agTk3CMCGSR/8cA6B69erEx8fj5eWFSqWib9+++Ro3XFD3EUIIUXgkMSKEEAWon4c7e4Z60KWWIyZKA0yVuv/MmioNMFEa0KWWI3uGepSapAjAmTNnaNSoEWXKlNF3KAUmLS2NmJgYrK2t83RdnTp1tImROnXqAHDkyBGqV69OhQoVWLBgAQBr1qzB3t4ePz8/GjVqhL29vU6FyQ8//ECFChWoXLkyN27cAODevXu0adMGJycnevToQUJCAvBftcWyZcuo4uZKSoT/c2P0XfQW8TdP4L9uAAFfDSElLP0Nqf+GwcRdOcKj9UOoVLGC9qf74eHhdOvWDQcHB958801CQ0O1x9955x3s7Oxo2bKltvIlJCSEt956C2dnZ1577TXt+nbt2rF27Vrq1q1L2bJl+eGHHwBwcXFh1KhR7N69G3t7e2bNmpWn33NRfK1ZswY7OzsaNmxI79696datGwMHDqRevXq8++67bN26FUdHR15//XVSU1Np3bo1R44cyTHJ2rNnT52m2GUsLHQ+723bDSJk5yT81/YnJcwn2/sYmlliUbcjwTsmEvLnV/T54AMATExM+PHHHxk7dizOzs5YWFjw6aef5vn5C+o+QgghCo9CI22xhRCiUETEJfPTRX9uB8USk5SKlakRNZwt6dnIBbssJtCUdFOmTMHU1FQ7zaE0CA8Pp1q1akRGRub6mtmzZ5OYmMg///yDq6sr5cuX5/r165w/f54//vgDd3d32rZty+LFi3njjTeA9K00Xl5euLu7a++jUCjo27cvW7duZeTIkZiYmLBmzRo8PDyYM2cOnTt35qOPPqJ+/fp8/vnnbNu2jWnTpvHee++RUvcdjjxKQmGQ3vcmyfcqT05sx3nAcu39fRe9RZna7bDrOpbIoxtRGBpRttMw/DcMxsjWCYceX+AaeAK7eF9++eUX+vXrh4uLCwsWLGDWrFncvXuXPXv20LdvXypXrsycOXNYsGABt27dYteuXfTu3ZsOHTowbNgwZs2aRVRUFKtXr6Zdu3ZERkZy9OhRjh07xsKFC7WNN7dt24aXl5f8NF3k27ONsPNCoYAutRzZ2K9JwQcmhBCiWJOpNEIIUUjsLEwY1qbot1Hoy7Fjx1i6dKm+wyhQ+R3Va2ZmRkJCAvfu3aN169Zs2rSJpk2b0rBhQwA++ugjDh06pE2MZGfWrFkYGRnh4eHBiRMniI2N5fz58wwcOBBIr2gxMfkvyWZjY8PatWv5eMe/KAxCc4zTuuUHKAyVmJSvTtLj69rjVh7vY2BshrVbLWK8rwFw+PBhbty4gYGBAePGjcPNzQ2AP/74g5s3b2JgYMD06dNRq9Mn4Hh6euLl5cWsWbNQqVQ0btxYe/9Ro0bh6OiIh4cHMTExufktFSJXRrSryql74SSm5r2/TmlqhC2EECJvJDEihBDihUVFRXHr1i08PDz0HUqBym/jVQB7e3t8fHxQKjN/qc2u2eSzMvqTZEyo0Wg0mJqaEhwcDEBycrJ2Kw1As2bNMDAwwMo0d1/elbbOGRFledzc2IgEMns2/oxfR0dH8+uvv9K/f380Gg1Xr17F0dGRtLQ0oqKisn0uIQpKRiPsXI+p/r/S1ghbCCFE3kiPESGEEC/s5MmTeHh46FQvlAb5rRgBqFWrFjVqpE+/ePXVV7l8+TJXrlwhKiqKbdu20bVrV+1ae3t7Hj16hFqtJiLiv5GjBga6X6atrKyoXbs227dvB2DSpEnMmzcv02vXcLLSaUKZHYUi6zUKFJgqDahoZ6Y99vrrr7N27Vo0Gg2rVq3SVrt07tyZ9evXA7Bz505tE8zXXnuNr7/+GkjvMTF06NBsnytDRjIJICwsLMf4hcjKy94IWwghRN5JYkQIIcQLK41jegEiIiLynRipWbOmNjFiZ2fHd999R69evahduza9evXSSYzMnTuXQYMGYWdnx5EjR5573507d7J582YcHBy4f/8+M2fOzLSmZ2OXfMX8NA3QtpqD9uPVq1dz7do1ypUrx/nz51m3bp32+OXLl3FwcGDv3r2sWbMGgLVr1+Lt7Y2DgwP79+9n5cqVOb5mly5dsLGxwd7enk6dOr3wM4iX18vcCFsIIUTeSfNVIYQQL6xevXps3ryZ5s2b6zuUArV69Wru37/P2rVr9R1KnkkTSiHSvWyNsIUQQuSd9BgRQgjxQkJDQ/H19dVprllavEiPEX2TJpRCpHvZGmELIYTIO9lKI4QQ4oV4eXnRpk2bLJuMlnQv0mNE3zKaUJoZ5fFLfVqKNKEUQgghxEtFEiNCCCFeSGntLwIv1mOkOMhrE0pTpQGxp7bTt7lb0QQohBBCCFEMSGJECCHECzl+/HipTYyU5IqRDHlpQvnjsBZo7p7UmYwjhBBCCFHalb66ZyGEEEXG39+fiIgI6tatq+9QCkVJ7jHytHouNmzs1yRXTSjd3d3x8fHB3t5ez1ELIYQQQhQNSYwIIYTIt+PHj9O+fXsMDEpnAWJpqBh5Wm6aUGYkRpo0kYk0QgghhHg5lM7vZIUQQhSJ0txfBEp+j5H8cHNzw9fXV99hCCGEEEIUGUmMCCGEyBeNRlOqEyMqlYqYmBhsbGz0HUqRyqgYEUIIIYR4WUhiRAghRL48fPiQtLQ0qlWrpu9QCkVUVBRWVlYYGhrqO5QiJYkRIYQQQrxsJDEihBAiX44dO0b79u1R5DQHtoQqLY1X80oSI0IIIYR42UhiRAghRL6U5m00UPoar+aWm5sbPj4+aDQafYcihBBCCFEkJDEihBAiz0p7fxF4ORuvAtjY2GBoaMiTJ0/0HYoQQgghRJGQxIgQQog8u3nzJmXKlMHd3V3foRSal7ViBGQ7jRBCCCFeLpIYEUIIkWelvVoEXt4eIyCJESGEEEK8XCQxIoQQIs9elsSIVIwIIYQQQpR+khgRQgiRJyqVihMnTtC+fXt9h1KoXtYeI5DegNXX11ffYQghhBBCFAlJjAghhMiTy5cv4+TkhLOzs75DKVRSMeKj7zCEEEIIIYqEJEaEEELkyfHjx0v9NhqQHiOSGBFCCCHEy0ISI0IIIfLkZegvAlIx8r/27j/I6vq+9/jrwPIbFoQQQBd3VazEVhJRIzUxYjL+zG1aM+lVEzJltJf4o0ls0+beiJPaWObm1zS1YyxtrjO0SmJySbRpwmSIaRakleYHNdwUcEMIwoIIQnb5tbvsj3P/wGzDiMAuCwfO9/GYYYY953zPeR/+gXny+Xy+mzZtSrlcrvQoAAAnnTACwHHr7OzMypUrc80111R6lJOuyGeMjBs3LuVyOS0tLZUeBQDgpBNGADhuP/zhDzNt2rRCbDEp8oqRUqmUhoYGB7ACAIUgjABw3Iqyjaa7uzutra0ZN25cpUepGOeMAABFIYwAcNyKEkZaW1tTW1ubmpqaSo9SMcIIAFAUwggAx6WtrS0/+MEPcvXVV1d6lJOuyNtofqW+vl4YAQAKQRgB4Lg899xzueSSSzJmzJhKj3LSFfng1V9xxggAUBTCCADHpSjbaBIrRhJbaQCA4hBGADguRQsjRbjzztEIIwBAUQgjABzT3r17s2bNmlx11VWVHuWUsGIkGT9+fLq6utLa2lrpUQAATiphBIBjevbZZ3PFFVdkxIgRlR7llHDGSFIqlVJfX++cEQCg6gkjABxTkbbRJFaM/IrtNABAEdRUegAATj+v7OvIkh83Z/32PdnT3pWVO8/Key+ZlV37OjJh9LBKj3fS7d69O1dccUWlx6g4YQQAKAJhBIBeP9nSki82bsjypp1Jko6unkNPnP2WPL3hYJ76zL9k9kUTc8810/LmqeMqN+hJZsXIIcIIAFAEttIAkCR5YtWm3PalVfnuupfT0dXzX1HkVe2vPrZs7cu57Uur8sSqTZUZ9BRwxsgh9fX1wggAUPWsGAEgT6zalAVL16Wts+eYry2Xk7bO7ixYui5JMmdWw0me7tSzYuSQhoYGh68CAFXPihGA09xXvvKVNDQ0pK6uLl/60pcG/P2f+OYzufPdb0/T5/57Wv/9672Pd2x7IVv//kPZ8te3Hfb4vjXP5JVvfSFtnT1ZsHR91jS3HPX9n3zyyXz4wx8e8LlPJmHkEFtpAIAiKJXL5XKlhwDgyLZv3563vvWtWb16dfbv35/LLrssP/3pTzN58uQB+4yGy6/N/imXZuRvvjM9bXsyeOTYJMmOr/9lRv7Gb2fUbx3++L41z6R98//LG/7bH6dUSm64eFIWzrl8wOaptJ6engwdOjTt7e2pqSn2wspyuZzRo0fnpZdeSm1tbaXHAQA4KawYATiN/exnP0ttbW3e8IY3pL6+Po888ki6u7sH7P1f2deRHTt3ZfCYiSmVSr3xI0l62velpva1j/+6cjn5/gs7s2tfx4DNVGmtra0ZPXp04aNIkpRKpdTX19tOAwBUNWEE4DR26aWXpqWlJbfddls2btyY2267Leecc04WL16c8847L5MmTcrnPve53td/6lOfypQpU1JXV5fHH388SdLY2JjZs2f3vmbu3LlZtGhRnnrqqTScMyVtzWuz4xt/mS0Pvz+du7bkwAv/li0Pvz8dW9cd9vjrKSX56F98PlOnTs3kyZPzmc985rDnFy1alLlz5x722IMPPphPfvKT+fjHP54JEyako+NQWPnBD36QmTNnZvLkyZk3b14qsajRwauHc84IAFDthBGA09jo0aOzatWqDB48OBdffHE+/elPZ926dfnEJz6RFStW5Kc//Wn+6q/+Kk1NTdm8eXMaGxvT1NSUVatW5c/+7M+O+t633HJL/vDvv5dh57wpb3zvA5n60S9nyISpGXnRVZn60S+/5vHX09benn/55v/Nc889lw0bNuTzn/989u7de8zv9thjj2Xs2LFZv359hg0bloMHD+YDH/hAFi1alObm5mzcuDFPP/10X//ITpjzRQ7nnBEAoNpZJwxwmqurq8vixYvzkY98JDfddFNGjBiRd7/73Zk69VCsaG5uzqBBg1IqlfLwww/nC1/4QhobG/Pyyy8f8f1+fRXGnvauE56vVDM0b/vDB7N48eI8++yz+eUvf5ldu3ZlzJgxR73ukksuyfz583t/fuGFF7Jp06Zcf/31SZKDBw9m7dq1ueWWW054xr7YvXt3JkyYcEo/83QmjAAA1c6KEYDT2KOPPpqHHnooSXLllVfm9ttvz549ew6LG9/73vfS1NSUlStX5r3vfW8uvPDC3m00R7J169be39cOP/E+3tmyPd/59F2ZOHFiHn744dTV1R3XdbNmzTrs53K5nGnTpmX79u3Zvn17mpubK3I3GytGDieMAADVThgBOI1deOGFWbx4cV555ZXs2bMnK1euzPjx4/Ptb387W7ZsSUtLS+69997s378/q1atysyZM3PrrbdmyZIlve9RW1ubLVu2pFwu5/nnn8/y5ct7n5s+uTaDSqUTG3Lnxrxxytn5gz/4gzz//PPZsuX1zyM5mosuuij79+9PY2Njuru7e7fVnGrOGDmcw1cBgGpnKw3Aaey6667LrbfemhkzZqRUKmXevHm59957M2bMmFx99dXp6urKxz72scycOTPjx4/PP/zDP+Tss8/O7bffntGjR6epqSmXXnppZsyYkSuvvDLTp08/bGvK+y6ry5+c4IwjzntLJjT/SyZPnpybbropF1xwQZqamtLQ0NCn9xk2bFi+9rWv5a677sq2bdtyww035K677jrB6frOipHDWTECAFS7UrkSR/4DcNqY9/iP8t11L6c/fxuUSskNF0/KwjmXD/xgFfLRj3405513Xu67775Kj3JaKJfLGTVqVHbs2JHRo0dXehwAgAFnKw1Awd07e1qG1wzu17XDawbnntnTBniiyrJi5HClUsl2GgCgqgkjAAX35qnjMv/m6RkxpG9/JYwYMijzb56eGXXjTs5gFeKMkdeqr6+3nQYAqFrOGAEgc2Y1JEkWLF2f9q7uo26rKZUOrRSZf/P03uuqiRUjr9XQ0GDFCABQtYQRAJIciiMz6sbl0cYN+f4LO1NK0t7V0/v88JpBKSe59qKJuWf2tKpbKfIru3fvzoQJEyo9xmnFAawAQDUTRgDoNaNuXBbOuTy79nVkyermrH9pb/a0d6Z2+JBMnzIm75tZlwmjh1V6zJPKipHXamhoyOrVqys9BgDASSGMAPAaE0YPy4fecUGlxzjlenp60tLSkrPOOqvSo5xWnDECAFQzh68CwKtaW1szatSo1NT4f4Nf54wRAKCaCSMA8CrbaI5s0qRJ2bNnTw4cOFDpUQAABpwwAgCvcvDqkQ0aNCjnnnuuVSMAQFUSRgDgVVaMvD53pgEAqpUwAgCv2rVrlzDyOurr660YAQCqktPlACi0V/Z1ZMmPm7N++56s+VlN2s+5NguX/zy/f1n135q4L6wYAQCqValcLpcrPQQAnGo/2dKSLzZuyPKmnUmSjq6e3ueG1wxKOcnsiybmnmum5c1Tx1VmyNPIl7/85Xzzm9/Mk08+WelRAAAGlBUjABTOE6s2ZcHS9Wnv6s6R/nug/dVIsmzty1nR9Erm3zw9c2Y1nNohTzNWjAAA1UoYAaBQDkWRdWnr7Dnma8vlpK2zOwuWrkuSQseR+vp6YQQAqEoOXwXgjDd37twsXLjwmK/7yZaWLFi6/rAo0vLs4rQ8u/io17V19mTB0vVZ09xyoqOesaZMmZKWlpa0tbVVehQAgAEljABQGF9s3JD2ru5+Xdve1Z1HGzcM8ERnjkGDBmXq1KnZvHlzpUcBABhQwggAhfDKvo4sb9p5xDNFjke5nHz/hZ3Zta9jYAc7gzhnBACoRsIIAFWlXC7n7rvvzqRJk3Luuefmn/7pn5IkX/vh5ry89JFs+Zs52fq3d6btF6t7rzn48s+z7f/ck+Yvzs2BDT/sfbz1376W5kfvSPPf3pkDP/v3lJJ87Uebe9///PPPz7Jly5IkixYtyty5c3uvnT17dhobG0/FVz5lnDMCAFQjYQSAqvIf//EfWbp0aTZv3px//ud/ztKlS5MkK/71uXTua0ndvYvyhvf8aVpWPN57zcEdv8ik9//vTLzlE9m19K/T09mRtp//KG2bns858xZm0q2fyu7vPJK2joNZvnJVduzYkebm5ixevDgPPPBApb7qKdfQ0JAXX3yx0mMAAAwod6UBoKpccMEF6enpyf3335/Zs2fnkUceSZKMnPqm1F55S1pWLk77pufTvb+195qRv/HbGTxy7KFfI2rTtXtr2jY9n4Pbf5bmv70jSVLu7Ej3vt0Z9Zu/lT9815/mz//8z/PMM89kx44dR5yj3N89O6exhoaG3tAEAFAtrBgBoKqMHTs2//mf/5mrr746Tz75ZK6//vokyUs/fia7ly3MsMkXZvz19xx+Ual0hN+XM/aqWzP1w09k6oefyDl3P5bBo8dn24+fyR/90R/l8ssvz6OPPvq6c2zdunWAv1nlOWMEAKhGwggAVeWZZ57JBz/4wdx444156KGHsmrVqpTL5bRtWZtR578lI6a9NQfWPXvYNW1Nq9LdtjcHt/883ftbUjP+7Ayvf0v2r12RnvZ96WrdkW1/Ny9DutvS1rw273rXu/I7v/M7+epXv9r7HrW1tb3bTL71rW9l48aNp/R7nwrCCABQjYQRAKrKtddem/Hjx6euri5vf/vb89nPfjalUikP/PHd2bfuX7N14Z1JqZSettb0tO9PktSMPyfb//Fj2fH1hzLhpg9n0JDhGTntioy86Lez7bF7s33x/8z46+7K4JFj88B9d2fJkiU577zzMmjQoOzcuTOtra258cYb09nZmauvvjrLli3L2972tgr/SQy8KVOmZNeuXWlvb6/0KAAAA6ZUrsZN0ABwBPMe/1G+u+7lft2yt1RKbrh4UhbOuXzgBzuDXHDBBfnOd76TCy+8sNKjAAAMCCtGACiMe2dPy/Cawf26dnjN4Nwze9oAT3TmsZ0GAKg2wggAhfHmqeMy/+bpGTGkb3/9jRgyKPNvnp4ZdeNOzmBnEGEEAKg2btcLQKHMmdWQJFmwdH3au7qPuq2mVDq0UmT+zdN7ryu6+vp6YQQAqCrCCACFM2dWQ2bUjcujjRvy/Rd2ppSkvaun9/nhNYNSTnLtRRNzz+xpVor8moaGhixbtqzSYwAADBhhBIBCmlE3LgvnXJ5d+zqyZHVz1r+0N3vaO1M7fEimTxmT982sy4TRwyo95mnHVhoAoNq4Kw0AcNw2b96cq666Ks3NzZUeBQBgQAgjAMBx6+rqyqhRo7J3794MHTq00uMAAJwwd6UBAI5bTU1Nzj777GzZsqXSowAADAhhBADoE+eMAADVRBgBAPpEGAEAqokwAgD0iTACAFQTYQQA6JP6+nphBACoGsIIANAnDQ0NefHFFys9BgDAgBBGAIA+sZUGAKgmpXK5XK70EADAmaOrqyujRo3K3r17M3To0EqPAwBwQqwYAQD6pKamJpMnT05zc3OlRwEAOGHCCADQZ84ZAQCqhTACAPSZc0YAgGohjAAAfSaMAADVQhgBAPpMGAEAqoUwAgD0WX19vTNGAICqIIwAAH1mxQgAUC1K5XK5XOkhAIAzy8GDBzNmzJjs378/NTU1lR4HAKDfrBgBAPps6NChmTRpUpqbmys9CgDACRFGAIB+qa+vt50GADjjCSMAQL80NDQ4gBUAOOMJIwBAvziAFQCoBsIIANAvwggAUA2EEQCgX5wxAgBUA2EEAOgXZ4wAANWgVC6Xy5UeAgA483R0dKS2tjb79+9PTU1NpccBAOgXK0YAgH4ZNmxYJk6cmG3btlV6FACAfhNGAIB+cwArAHCmE0YAgH6rr693zggAcEYTRgCAfrNiBAA40wkjAEC/CSMAwJlOGAEA+k0YAQDOdMIIANBv9fX1wggAcEYrlcvlcqWHAADOTO3t7Rk7dmwOHDiQwYMHV3ocAIA+q6n0AADAmWtfVykT33F77v7HVekaNDS1w2syfXJtfv+yukwYPazS4wEAHJMVIwBAn/1kS0u+2Lghy5t2pqOjIxk8pPe54TWDUk4y+6KJueeaaXnz1HEVmxMA4FiEEQCgT55YtSkLlq5Pe1d3jvaviFIpGV4zOPNvnp45sxpO2XwAAH1hKw0AcNwORZF1aevsOeZry+WkrbM7C5auSxJxBAA4LbkrDQAU1PLly3P++eenvr4+X/3qV4/5+vvu/4v8yQMP9UaR9hfXZPvi//W6r9+/dnl2L1uYts6eLFi6PmuaWwZqdACAASOMAEABdXR05P3vf38WLVqUlStX5r777suePXuOes2BN707o9763uP+jFEXX5Px19+VJGnv6s6jjRtOaGYAgJNBGAGAAlqxYkUmT56cd7zjHZk6dWouvfTSrFix4nVf/8q+jixv2nnUM0WOplxOvv/Czuza19HPiQEATg5hBAAKaN26dTn//PN7f/7Qhz6Uc889N7Nnz86SJUvye7/3e3nnO9/Z+/ySHzfnleVPpOXZxYe9T0/HgWz/8v3Z8jdz0rLyK4c9t2/NM3nlW1/o/bmU5HOLv52ZM2dm8uTJmTdvXn51BvyDDz6YT37yk/n4xz+eCRMmHLrTDQDAKSCMAEABtba2ZuTIkb0//+7v/m5mzJiRJLn//vtzxx135Kmnnup9fv32Penuee1ykc4dv8hZ13wwZ/+PR7NvzbJ0vNT0up/Z1tGRv3vwvixatCjNzc3ZuHFjnn766d7nH3vssYwdOzbr16/PsGHDBuBbAgAcmzACAAU0dOjQ3lUZDQ0NOeuss/LYY48lSe6444685z3vydixY3tfv6e964jvM+SNDRl2zpsyeERtRlxwRTqa173uZ3bu2prWndty/fXXp66uLqtXr87atWt7n7/kkksyf/78TJw4cSC+IgDAcXG7XgAooPPOOy/f+MY3kiSbNm3KnXfemc7OziTJrFmzXvP62uFH/idDqTTo135fOsanljNu0rnZvnVjkuTAgQPp6vqv4HKkzwUAONmsGAGAArruuuvS1NSUxsbG7N27NytXrjzq66dPrs3gQa8NHwd3/CId2zekp31f2jb+OMPO/o3XfY/Rbzw36WpPY2Njuru784EPfCCLFi060a8CAHBCrBgBgAI666yz8vWvfz133nlnBg8enLq6uqO+/n2X1WX+ER4f8oZz88vv/l06f7ktY95yY4ad86bXfY9SzZB85StP5r77PpJt27blhhtuyF133XWC3wQA4MSUyuX+3ngPACiSeY//KN9d93K/btlbKiU3XDwpC+dcPvCDAQCcAFtpAIDjcu/saRleM7hf1w6vGZx7Zk8b4IkAAE6cMAIAHJc3Tx2X+TdPz4ghffvnw4ghgzL/5umZUTfu5AwGAHACnDECABy3ObMakiQLlq5Pe1f3UbfVlEqHVorMv3l673UAAKcbZ4wAAH22prkljzZuyPdf2JlSkvaunt7nhtcMSjnJtRdNzD2zp1kpAgCc1oQRAKDfdu3ryJLVzVn/0t7sae9M7fAhmT5lTN43sy4TRg+r9HgAAMckjAAAAACF5fBVAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsIQRAAAAoLCEEQAAAKCwhBEAAACgsP4/I2iPCZ2rW/oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化\n",
    "plt.figure(figsize=(15,14))\n",
    "pos = nx.spring_layout(G, seed=5)\n",
    "nx.draw(G, pos, with_labels=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 构建Node2Vec模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from node2vec import Node2Vec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f959efa267b84d9f9eef3790f9dfb0f4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing transition probabilities:   0%|          | 0/77 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置node2vec参数\n",
    "node2vec = Node2Vec(G, \n",
    "                    dimensions=32,  # 嵌入维度\n",
    "                    p=1,            # 回家参数\n",
    "                    q=3,          # 外出参数\n",
    "                    walk_length=10, # 随机游走最大长度\n",
    "                    num_walks=600,  # 每个节点作为起始节点生成的随机游走个数\n",
    "                    workers=4       # 并行线程数\n",
    "                   )\n",
    "\n",
    "# p=1, q=0.5, n_clusters=6。DFS深度优先搜索，挖掘同质社群\n",
    "# p=1, q=2, n_clusters=3。BFS宽度优先搜索，挖掘节点的结构功能。\n",
    "\n",
    "# 训练Node2Vec，参数文档见 gensim.models.Word2Vec\n",
    "model = node2vec.fit(window=3,    # Skip-Gram窗口大小\n",
    "                     min_count=1,  # 忽略出现次数低于此阈值的节点（词）\n",
    "                     batch_words=4 # 每个线程处理的数据量\n",
    "                    )\n",
    "X = model.wv.vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(77, 32)"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 节点Embedding聚类可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运行聚类\n",
    "\n",
    "Kmeans聚类算法讲解：https://www.bilibili.com/video/BV1HJ411P7cs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 1 1 1 1 0 0 1 0 2 0 0 1 1 1 1 0 1 1 0 1 0 2 2 2 2 2 2 2 1 1 1 1 1 1 1 0\n",
      " 1 1 0 1 1 0 2 0 0 0 1 0 1 1 1 0 1 1 1 1 2 0 1 1 2 1 1 1 1 1 1 1 1 1 1 1 1\n",
      " 1 1 1]\n"
     ]
    }
   ],
   "source": [
    "# # DBSCAN聚类\n",
    "# from sklearn.cluster import DBSCAN\n",
    "# cluster_labels = DBSCAN(eps=0.5, min_samples=6).fit(X).labels_\n",
    "# print(cluster_labels)\n",
    "\n",
    "# KMeans聚类\n",
    "from sklearn.cluster import KMeans\n",
    "import numpy as np\n",
    "cluster_labels = KMeans(n_clusters=3).fit(X).labels_\n",
    "print(cluster_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 将networkx中的节点和词向量中的节点对应\n",
    "\n",
    "将词汇表的节点顺序转为networkx中的节点顺序"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "colors = []\n",
    "nodes = list(G.nodes)\n",
    "for node in nodes: # 按 networkx 的顺序遍历每个节点\n",
    "    idx = model.wv.key_to_index[str(node)] # 获取这个节点在 embedding 中的索引号\n",
    "    colors.append(cluster_labels[idx]) # 获取这个节点的聚类结果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 可视化聚类效果"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OO++wc+dO5s+fz549fwcvIlnFyd4FiIiIiIiIPIosFguBgYF88skndhnfxcWFhIQEAMqUKUNUVBTjxo3j3LlzVK5cGYC4uDhOnDgBQKtWrShfvjxeRYriWroUCRcvYomIxKNaVZwLFADAs0Z14o6fwMW3GAB5nqyPZ/VqtjGdCuSnYI9uRG7azA+LltpCF4DChQszYsQITCYTtWvXJjo6mr1799KgQQPKli0LQOvWrTP/jRH5F3WMiIiIiIiIZII7HRIlS5a0y/hly5bl3Lnbu8OcP3+eHj16YDKZGDRoEKGhoYSGhhIcHEz9+vUBcHC4/eNhYQ8PMJnASOGm/9pZx7VMqWSP48+cI+zHn3ErUpQPvvzirnru7Mxz57+GYdjG/WcNIllJf+pEREREREQyQUBAgN2m0QC0adOGkydPEhQUxM2bN9m2bRsmk4mAgAAuX75MZGQktWrVsnWMbNy4keDgYJ4uXJTECxdwLVEc94qPEXvkGJbwCCyRUcQcPIx75Ur3HDMhOBjXksXxfqI2ITv/SHYspdCjTp067Nq1i4sXLxIcHMyGDRsy9k0QSQVNpREREREREckE/v7+yRY3zWr58+fnt99+4/nnn8fR0ZESJUrg7OzM2LFjadiwIWazmZEjR1KzZk32799P9erV6dKlC6FhYRTu1AGnAvkBKNC5A1emfYthGOTv8LRtGk1KPGrW4NbuvQR/OJ6QQYPx8vLi5MmT9zy/dOnSjB8/nrp161KsWDGqV6+e4e+DyIOYDMNIqUFKRERERERE0un8+fPUr1+fK1eu4OjoaO9y0uyDTetZfOQwiVZrmq91dXRk3cChlPDOmwmViWQ8TaURERERERHJYAEBAbRv3z5HhiIAbzduhq+3N47/WlPkQdydnHi3yVMKRSRHUTAiIiIiIiKSwey5TW9G8HJxYUHPPpTwzotzKhdEdXNy4uW6TzKoZu1Mrk4kY2kqjYiIiIiISAaKiYnBx8eHkJAQ8ubN2Z0TtxITaf/pR1zx9sLVxYU4iyXZcRPg7uxMQXcP3m3SjHYVKtqnUJGHoMVXRUREREREMtCGDRuoX79+jg9FAC6eOcPxad+y9/AhgsJCmXvoADfiYjEnJeHh7EItHx9erFOPJ4r52rbgFclp1DEiIiIiIiKSgYYNG0blypV588037V3KQ+vcuTPNmzdn5MiR9i5FJNMoGBEREREREckghmFQvHhxgoKCqFgxZ08r2bhxI88//zzHjx/H1dXV3uWIZBotvioiIiIiIpJB9u/fj5eXV44PRaxWK6NGjeLTTz9VKCKPPAUjIiIiIiIiGSSn70Zzx7x583BxceGZZ56xdykimU7BiIiIiIiISAYJCAjI8cFIXFwcY8aM4fPPP9eCqpIrKBgRERERERHJAGFhYZw4cYImTZrYu5SH8uWXX1K/fn0aN25s71JEsoS26xUREREREckAq1atok2bNri4uNi7lHS7evUqn3/+Obt27bJ3KSJZRh0jIiIiIiIiGeBRWF9k/PjxDBgwgAoVKti7FJEso+16RUREREREHlJCQgJFihTh1KlTFClSxN7lpMvx48dp2rQpx48fp2DBgvYuRyTLqGNERERERETkIW3ZsoWqVavm2FAE4O233+btt99WKCK5jtYYEREREREReUg5fTeaoKAgDh06xMKFC+1dikiWU8eIiIiIiIjIQzAMg5UrV9KxY0d7l5IuVquVkSNH8sknn+Dm5mbvckSynIIRERERERGRh3DixAkSEhKoWbOmvUtJl/nz5+Pk5ESfPn3sXYqIXWgqjYiIiIiIyEO4sxuNyWSydylpFhcXx3vvvce8efNyZP0iGUEdIyIiIiIiIg8hJ2/T+9VXX1G3bl2aNm1q71JE7Ebb9YqIiIiIiKRTZGQkpUqVIjQ0FA8PD3uXkybXrl2jSpUq7Nixg4oVK9q7HBG7UceIiIiIiIhIOq1Zs4amTZvmuFAEYPz48fTv31+hiOR6WmNEREREREQknXLqNJoTJ06wcOFCjh07Zu9SROxOU2lERERERETSISkpiaJFi7Jv3z5KlSpl73LSpFu3bjRu3Ji33nrL3qWI2J06RkRERERERNJh165dFC9ePMeFIps3b+bAgQMsWLDA3qWIZAtaY0RERERERCQdcuI0GqvVyqhRo/jkk09wc3Ozdzki2YKCERERERERkXQICAjIccHIggULMJlM9OnTx96liGQbWmNEREREREQkjYKDg6lbty6hoaE4Ojrau5xUiY+Pp3Llyvzyyy80a9bM3uWIZBtaY0RERERERCSNAgICaN++fY4JRQC++uorateunWNDkZDoKM5FRHDLnIinswul8+ajdL589i5LHgEKRkRERERERNLI39+fIUOG2LuMVLt27RpTpkxhx44d9i4lTSxWK5vOneW7P3dz5NpVXBwdMQwwmSAxyUqlgoV4qW49Wpctj3MOCqkke9FUGhERERERkTSIiYnBx8eHixcvki+HdCy89tprAEybNs3OlaTe+cgIBixdTFRCPDFm8z3P83R2xtPZhbk9elOhQMEsrFAeFeoYERERERERSYONGzdSr169HBOKnDhxgl9//ZVjx47Zu5RUO3XjBr0WzyfGbMb6gM/yY8xmYs1mui+cx8JefalauEgWVSmPCu1KIyIiIiIikgb+/v507NjR3mWk2jvvvMPo0aMpXLiwvUtJlfC4WJ5duohbiYkPDEXuMLgdkAxYtpirMbcyt0B55CgYERERERERSSXDMPD3988x2/Ru2bKF/fv389///tfepdjMmjULHx8fihYtyjfffGN7fty4cYwbN46fD+7nVmIC/45Erkz7lrhTp4kIXMO5EaNIunULwzA4/9Z7XJu3AICYxER+3PdnFr4aeRQoGBEREREREUmlAwcO4OHhQcWKFe1dygNZrVZGjRrFxx9/jJubm73LAW5P63n77bcJCgpix44dfPDBB8mm+FgNg18O7ichKemB90oMDcMSHoGRmGh7zmy1Mv+vQyRYLJlSvzyaFIyIiIiIiIik0p1uEZPJZO9SHmjhwoUYhkHfvn3tXYqNv78/Tz/9NJUrV6Z8+fK0a9eOgIAA2/GzEeFYrNYH3sepUEHMV0Ixh4biVOjfC64arD5zKoMrl0eZghEREREREZFUyinTaOLj43n33XeZOnUqDg7Z58e+s2fPUrp0advjUqVKcf78edvji9FRyXagiQhcQ/CYcVyZPhNrXLzteZdiPiSGhpEYGoZLMR/b89E7dnHsvQ95tmFjPvvsMwDOnz9PmTJl+L//+z8KFy5MjRo1CA0NzcRXKTlN9vkbIiIiIiIiko2FhYVx4sQJmjZtau9SHmjatGnUqlWLp556yt6lJBMfH4+rq6vtsYuLC3FxcbbHsf8IReLPB3Pzjz2UeO8t8ndqT+LlK7ZjzkUKYw4Lw3wlFOeiRQGwms3c2r0X3zdeo/u3XzN16lRu3rwJwJUrV7h06RJXrlyhePHizJ8/P7NfquQg2q5XREREREQkFQIDA2ndujUuLi72LuW+rl+/zuTJk9m2bZu9S7mLh4cH8fF/d34kJCTg4eFhe+xk+vuz+4TzwXhUrYKjpyeOnp64+BazHTM5O2MkmjFfu45b+XIkRUfj4OxM4QH9uLV3H1tXBhIREcGNGzeA24vmTpw4EScnJ+rXr090dHQWvFrJKdQxIiIiIpLDGZYQrNGfYr3WGmvYk1ivNsB6rR3WW99gJF23d3kij4ycMo1mwoQJ9OnTh0qVKtm7lLuUK1eOc+fO2R4HBwdTtmxZ2+M8rq443lm/xQAc/rGWy7/WdXHw9MQaHw//mypkvn6DK9O+xcnLi66vj6BEiRK2c318fGwBTE5YH0ayloIRERERkRzKMJ/AemMgxvV2EOsHSRfAiABrOCSdhVszMa41xxrxMkbSJXuXK5KjJSYmsm7dOtq3b2/vUu7r5MmTzJ8/n7Fjx9q7lBR16tSJtWvXcvToUU6dOsWaNWvo2LGj7XjFgoVwdnQEwLV0SeKOniApNpaEiyEkXrqc7F4uPkVxLlrE9jgxJASnfPko1KghpeMTuHjxou1YdlpnRbIf/ekQERERyYGMhO0Y4X3A/AeQCJhTOCvh9rGETRjXu2KYj2ZtkSKPkC1btlClShWK/m89i+zqnXfeYdSoURQuXNjepaToscceY+rUqbRs2ZLGjRvz8ccfJ+tsKeThQbn8BQBwK1cWzzq1CPnoM278thxnn+TvvXPRIsmCEbeKFcFk4vR7H3Bw8xbKly/PyZMns+aFSY5mMgzDsHcRIiIiIpJ6hvkQxo0BQPwDz03GlAdTwWWYnEplSl0ij7I33niDggUL8v7779u7lHvaunUrAwYM4Pjx47i7u9u7nHTzP3mcd9avJdaSUuB7f+5Ozoxv3pJeVR/PhMrkUaWOEREREZEsNmfOHFxdXSlYsCDFihXj008/TfW1hpGEETGcNIciAEYMRuR/036dSC5nGAYrV65MNuUju7FarYwcOZKPP/44R4ciAB0eq0TDkiVxTuNaIK6OjtQpVozulatmUmXyqFIwIiIiImIH3bt358aNGxw8eJDZs2eza9eu1F2YsAWM2HSOasWx8AoM8/F0Xi+SO508eZK4uDhq1apl71LuadGiRVitVvr162fvUh6ag8nEf8tXIv7seVxSGY64OznxeJGifNepG45aT0TSSH9iREREROyoSJEidOzYkc2bN6fqfCPm+4cIRv53j9jZD3W9SG5zZzea7LqbSXx8PO+++y5Tp059JBYZDQ0NpWunTnzweE2er1MPD2dnPJydUzzXw9kZdydnnn28JvN7PHPP80TuJ+f/rRERERF5BDg4ODB79mwqVKhA8eLFmTVrlu1Y8+bNWbJkCd26dqB115UAzFkYTbMuF6nTOhjfGmf53i/Kdv7sBVFUbHiekrXPMmvu7effGn+NIlXPAFCk7Oe2xQ7Pnz9PmTJlbNeOGzeOcePGAbB7927q1KmDj48Pw4YNQ0vTSW6V3bfpnT59OjVq1KB58+b2LuWh3bx5k44dOzJ48GBeeP553mrclL0vvsyE5q2oVLAQHs7OOJpMeDg5UyF/AT5s1oK9L77MmGbNbbvZiKSVk70LEBEREcnNLl26hL+/P7Nnz+all15i7969mM1matWqRZcuXWw7YLz33ntM+fQNmlW/BMQBcPh4Ivs3lMLBBHXbXqB9Sw+ib1n5YmYku1eXxGw2qNPmAl2e9mTK2MJMGVsYx2KnuHq0IqYiu+9bV2JiIv379+e3336jatWqtGvXjuXLl9O9e/fMfktEspXIyEj+/PNPWrVqZe9SUnTjxg0+++wztm7dau9SHprZbKZ3797UqVOHDz/80Pa8m5MzPapUo0eVanasTh5lCkZERERE7GDFihX4+Pjg6enJm2++yb59+zh37hyVK1cGIC4ujhMnTtiCkeeee44unZtghM+C/zVutGziTpmSt9vGn3zCjT8PJRBy2cK5C2aqNg2+fZ94gxOnzRQt/M9v+xzBSAC87qrLMAxMJhMnTpzg/PnztG3bFrgdlBw9elTBiOQ6a9eupWnTpnh4eNi7lBRNnDiRZ555xvZvR05lGAbDhg3D0dGRGTNmZNtpS/JoUjAiIiIiYgddu3ZlwYIFtsdff/01gwYNYsaMGcDtT6nd3Nxsxxs0aAAmb8Bqe+6fM1usVnBwuP3cwN7efPtZkdv3iUrCzfXfP2CYwSFPinVdunSJEiVKYBgGFSpU4NixYwDExsZisVge4hWL5Ez+/v7ZdjeaU6dOMXfuXI4ePWrvUh7a2LFj+euvv9i0aRNOTvoxVbKW1hgRERERyQZatGhBQEAAly9fJjIyklq1anHixInkJzn68s9v3zZsjeVssJnzF83s2R/PEzXcaN7YnVXrY7gcaiEyKok6rS9w4ozZdk3B/A6cCymIxWIiMjISb29vrl+/TmxsLCEhIfz2228AVKpUiZiYGIKCgkhKSqJ///7MmTMnC94JkewjKSmJVatWZdtg5N1332XkyJEUKVLE3qU8lO+//5758+cTEBCAl9fdnWwimU1RnIiIiEg2UL16dcaOHUvDhg0xm82MHDmSmjVrJjvHZHLG8OgHMT8Dt6fP9H/5CsEhFj4eU4jixZwoXsyJD0YWoHGni5gtBm8Oz0/Naq62e3z6gS9NOx8jIdGH5cuX07RpU4YOHUqjRo0oW7Yszz77LACurq4sWrSI4cOHc/nyZZ5++mmGDx+edW+ISDbwxx9/4OvrS+nSpe1dyl22bdvG7t278fPzs3cpD8Xf35+xY8eyZcuWHB/wSM5lMrS8uIiIiEiOYSRdxrjWljkLr7N5Ryyzv/JJ4x3cMBXZhckhe66XIJKdvPfeewB8/PHHdq4kOcMwaNCgAa+++ioDBw60dznptnv3bjp27Ii/vz9PPvmkvcuRXExTaURERERyEJOjL7h1AJzTcbU7eL2oUEQklQICArLlNr2LFi3CYrHQv39/e5eSbqdPn6Zr16789NNPCkXE7tQxIiIiIpLDGEYiRvhgMB8B4lN5lTu4tcSU9/+024NIKly4cIE6deoQFhaGo6OjvcuxSUhIoHLlyvz000+0aNHC3uWky9WrV2nUqBFvvfUWL730kr3LEVHHiIiIiEhOYzK5YCrwM7g2A9yxGvcLOhwBN/DohSnv5wpFRFIpICCA9u3bZ6tQBGD69OlUr149x4YiMTExdOrUiX79+ikUkWxDHSMiIiIiOZRhGGA+yL5tr1K94nWcnN2Jj4/F0dEJZ2dXMCzg3hGTx1BMzhXtXa5IjtKxY0cGDRpEnz597F2KzY0bN6hcuTJbtmyhSpUq9i4nzSwWC926daNw4cL89NNPCmol21AwIiIiIpKDJSYmUrx4cf7cs46SPqHM+m4qNWrU4smGT4NLQ0wO2vpSJK1iY2MpWrQoFy9eJF++fPYux+aNN94gISGBb7/91t6lpJlhGLz00ktcuHCBlStX4uycnnWSRDKHtusVERERycECAwOpUqUKpcrUAmD99p/I61OPBm5t7FuYSA62ceNG6tatm61CkdOnT+Pn58fRo0ftXUq6TJo0iT///JOgoCCFIpLtKBgRERERycH8/PySbddptVpxcNAyciIPw9/fn44dO9q7jGTeffdd3nzzTYoUKWLvUtJs9uzZzJ49mx07dpAnTx57lyNyFwUjIiIiIjlUREQE69at44cffrA9l5SUlO0WixTJSQzDwN/fn/Xr19u7FJsdO3bwxx9/8PPPP9u7lDRbvXo17777Lps3b8bHx8fe5YikSMGIiIiISA61ePFi2rZtm6zd32q1KhgReQgHDx7Ezc2NSpUq2bsU4HZQM3LkSCZNmoSHh4e9y0mTP//8k0GDBrF8+fJs836KpER9liIiIiI51L+n0cDtjhFNpRFJP39/fzp16pRtdkxZvHgx8fHxDBgwwN6lpMnZs2fp3Lkz3333HY0aNbJ3OSL3pa+aIiIiIjnQuXPnOH78OO3atUv2vDpGRB7OnWAkO0hISOCdd97h888/z1GB5/Xr12nXrh1jxoyhe/fu9i5H5IFyzt8uEREREbGZO3cuffr0wcXFJdnz6hgRSb+rV69y/PhxmjVrZu9SAPjmm2+oWrUqLVu2tHcpqRYbG0vnzp3p0aMHr7zyir3LEUkVrTEiIiIiksMYhoGfnx9+fn53HVPHiEj6BQYG0qpVq7sCR3sIDw/nk08+YcuWLfYuJdWSkpJ49tlnKV++PB9//LG9yxFJNQUjIiIiYleGYYGkELBGgckZHApgctTOBfeze/duAOrXr3/XMXWMiKRfdppGM2nSJHr16kWVKlXsXUqqGIbBa6+9xq1bt1i0aJH+HZIcRcGIiIiIPJBhmCFhMyQFgxELJk9wLAuuTTGZ0vfthJF0DSN2AcT+ApixzfA1zBhOpTF5DgO3dphM9v/kNru5s+hqSotDqmNEJH0SExNZt24d06dPt3cpnDlzhl9++YUjR47Yu5RU+/TTT9m+fTtbtmzJFh03ImmhYERERETuyUgKw4idD7FzASsYCYAFcAaTC+CM4TEQk0c/TI6FUndPw4px8zOInQeYgIS7T7KcxIj+EKLHQb7/w+TaPGNe0CMgMTGRhQsX8scff6R4XB0jIumzdetWKlWqRNGiRe1dCu+++y5vvPFGtqglNfz8/Jg5cyY7d+4kb9689i5HJM30VVNERERSZCQEYVxvCzE/gnETjBhuhyIA5tuPjUiI+R7jemuMhF0PvqdhxYh8DWIXAImkGIrYTo4F4xZGxH+xxi5/6NfzqFi9ejWVKlWiXLlyKR5Xx4hI+gQEBGSLaTQ7d+5k586dvPHGG/YuJVXWrVvHqFGjCAwMxNfX197liKSLghERERG5ixG/ESPiv2DEcTvAuJ8EMGIxIoZhJGy//31vfgQJ24C4NFQTD9EfYiTsTMM1j64702juRR0jIunj7+9Px44d7VqDYRiMHDmSSZMm4eHhYddaUuPAgQP079+fxYsXU7VqVXuXI5Ju+qopIiIiyRiW0xiRbwDx9z1vzsJo3EufpkjVM//7dYTJk3pjWC7e474hELuItIUid8RjRH+AYRgALFiwgNdee+2us4KCgmjevHk67p8zREZGsnbtWp555pl7nqOOEZG0O3nyJDExMdSuXduudfz222/ExcUxYMAAu9aRGsHBwXTq1Ilvvvkm22xvLJJeCkZERERymHHjxuHh4UHhwoUpVaoUc+bMsR0bMmRIssdpNWfOHIYM6sZ9p7j8Q7f2nlw9Wt72661X8mHEzLYdnzx5MpMnTwbAiPUDrLfHWRjN0BGhd49/j+cBSLoG5gMA9O3bl2nTpqX2ZT0yFi9eTOvWrcmfP/89z1HHiEja3ekWSWlB46ySmJjI22+/zdSpU7N9uBkeHk67du0YNWoUvXv3tnc5Ig9NXzVFRERyoP/+979cu3aN7du389Zbb3H9+vUMua9hjYOkS9wJMNLOAvG/YRi3u0JGjx7N6NGjMYwEiFvE7d1n0iseI+bHh7g+53vQNBpQx4hIemSHbXq/+eYbKleuTKtWrexax4PEx8fTtWtXOnTowOuvv27vcrKExWolOiEBizW9Xxslu9OuNCIiIjlYyZIlKV68OGfOnKFQodTtCnM/hvlPbu8Uk34TPw9j5i++ODp58sknnzBw4EBaNG9MwTzn2bHnJkP6ePPtnEjKlb69nePsBVF88lUEcfFWWje7Pac+aEcsE6aGs3FpCQCGjgjlqUYeDOl7ew2TOXPmEBQU9FDdMTnN+fPnOXr0KB06dLjveeoYEUmbqKgo9uzZY9dAIjw8nI8//pigoCC71ZAaSUlJDBgwgOLFizNlyhR7l5OpbsTGsuCvQ/x8cD834mJxcnDAYrVS0N2DwTVr0/fxGhTMAevASOroq6aIiEgOdvToUS5evEiFChVSPG61Wnn55ZcpWrQo5cqVY+3atbZjU6ZMoUSJEpQoUYK5c+fefjLpAmazhQH/CaVApTP0ev6ybV2P2QuiqNjwPCVrn2XW3CgAlq26hVfZ0/jWOMvYyTd4uk8IywIi+GPjs8yePZthw4YxdOhQbt2M5ImabvTrnocDRxIY3Meb0KsWjpxI4IuZkexeXZJ960rx++pbxMcbyV7Dqg0xrFgdw5sfXmP8lIu2enKbuXPn8swzz+Di4nLf89QxIpI2a9eupWnTpnh6etqtho8++ogePXpQrVo1u9XwIIZh8Oabb3L9+nV+/vnnRzaAjbeYeWPNKprM/p5v9vzB9bhYDMBstWIA1+Ni+WbPHzSZ/T1vrl1FvOVhOiElu1DHiIiISA40ffp0Zs+ezdWrVxk3bhwFCxZM8bw9e/Zw9epVQkJC2Lt3LyNGjKBt27asW7cOPz8/Dh8+THh4OLVq1aJbt25gjWPpqlvM+9aHbz4tTOXGwew/nICrq8kWYJjNBnXaXGDUK/np2MaTv44lcmJHGRITDSo1Os/SOcV478MFLF/9M/Hx8WzYsAGMKGpWzcvu/YnUq+VGfIIVw4BN2+I4d8FM1abBAMQnQtTNv1uVr123MGLMNVo1daf1U55MmxVJt/4HsuAdzl4Mw8DPzy9VHTLqGBFJG3vvRnP27FnmzJnDkSNH7FZDanz++eds2LCBbdu24erqau9yMkV0QgJ9lyzgXGQECUlJ9zwvPun21vWrT53i+PXrLOjZB+9H9D3JLfRVU0REJAd69dVXCQsL4+zZs/z0009s3bo1xfOefPJJRo0axdixYxkxYgRXr14FYPXq1fTv35/8+fNTvnx5IiMj8fLyApMLT9RwpXsHL/J6O1K5ggvRt6zJAoyaLS9wK8Yg9GoSLs4mKpR15uiJBLb+EUe1yi70HRZK+/ZNOHHiBADPPfcc5cpVxN39dqfDP9c2NAwY2Nuby4fKcflQOaZ8WIhCBf7udti1L55LoRb818bwzsTrXLmalO1/eMgMe/bswWq10qBBgweeq44RkdRLSkpi1apVdg1G3n33Xd544w18fHzsVsOD/Prrr3z11VcEBgaSL18+e5eTKRKTkhiy4jfORtw/FPmn+CQLZ8PDGbriNxJTeY1kTwpGREREcrCyZcvy5JNPsmvXrhSP//rrr7z66qvUrVuXb7/9Ntmxf05JWbZsGZcvXwbHQpQr/fenXndCjH8HGOf2lKFcKWcAenbyInBjLIEbYvAp4kTt6u706f00S5YsAW7P3w+5FM6tmLt3umne2J1V62O4HGohMiqJcVNuEH3TireXAxcvWzCs8EQNV6wGfDGxCOf/ep3u3bs/1HuWE/n5+TFgwIBU7ZihjhGR1Nu9ezc+Pj6UKVPGLuPv3LmT7du38+abb9pl/NTYtGkTI0aMYNWqVZQsWdLe5TzQ/v37qVatGj4+PowZMybV1y05+hcnrl8j0Zq2gCPRmsTx69dYcvSvtJYq2Yi+aoqIiORgV65cYdeuXVSqVCnF49u3b6dVq1Z07tyZhQsX2p5v27Yt8+fPJyIigpCQEF555RUcHBwwOdfFweHuH77/HWDUaX2B0Ku3W4m7tfNi/ZZYdv0Zz+hX83PsZAK+FT5k2bJlAMyYMYOYmFiiExpgkLyToXoVVz4YWYDGnS7y+FPBtGrmQf58DtSu7kr1Ki6Mn3qDfYcSaNnEA7PZgTbd196empOLmM1mFi5cyIABA1J1vjpGRFLPnrvRGIbBqFGjmDRpEh7ZdBHPw4cP06dPHxYuXEj16tXtXc4DWSwWevXqxYQJEwgODmb9+vXJ1ta6F8Mw+O7PPcRZLOkaN85ioX+NWimugVWmTBnOnz+frvtK1tEaIyIiIjnQ119/zaxZs3B2dmbgwIF07tw5xfMGD+5Ln2d6Mn/udJ7tWYRrVy8ScbYDbRq15dl+XahevTpOTk58+eWX+Pj4YHIsDA5577rPPwMMs8XgzeH5eXN4fttxkwkqlHXmsbIuzPqiAh2evUzZsmUpUaIEZcuWZeLEiRhJNzCuNQcSmLMwmqdb3P5U7vln8/L8s7fHnLMwms07YjGZTCyd7QuA/7pbjBp3nQ8n32DAwL506dIFgCFDhtxVZ/PmzbP9rg5ptXr1ah577DHKly+fqvPVMSKSegEBAXzzzTd2GXvp0qXExMQ8cAtue7l48SIdO3bkq6++okWLFvYuJ1W2b9+Om5sbPXv2BKB79+5s2LCBtm3b3ve6P69c5kZc7EOPvz/0CnWK+T70fSTrmYzcurS7iIjII8ywRmPc/ALil4JhAv79Dd//psu4PIkpz2hMzhVtR86dmE1hl0/wcE/7uHHxcCj4FZ5o+HKKu6dYY+bAzf8D4tN2Y5MHpgILMTmn3BnzKHvmmWdo2bIlw4cPT9X5JUuWZMeOHTmi5V3Eni5evEjt2rUJCwvL8i6rxMREqlatysyZM2ndunWWjp0akZGRNGnShMGDB/PWW2/Zu5xUmz59Ops2beK3334DICwsjJiYGJ577jleffVV5s6dS3R0NBs3bgRgwoQJt7saLRbc2rXBq94T3Ny9l4Rz5ynUp9fte8yaTZ6mjfCoXImI1Wu5uX0nmBzI37kDeeo9wY3lK7m1ew/WmFg8vL0p4ePDiRMn+Prrr5kwYQIRERHkzZsXBwcHgoOD8fT0ZPfu3QwfPpzLly/TpUsXvvvuu1RNlZTMo48TREREHjFG0mWM610hbhEYcdwdigAk3P6VuBUjvDdGwjYMw2DGjBnUbzKai9eeANKWjCRZXfjxVwuBG27g5JRyU6qD5xB2Ha5IXFpyEZMHpnwzc2UoEhkZyZo1a3jmmWdSfY06RkRSJyAggHbt2tll6tmMGTOoWLFitgxFEhIS6NatGy1btmTUqFH2LidNbAuJ/8+dreoB3nvvPZ577jnbNM8LFy4QFBTEyZMn6Tb1M8JX+APg8Xg14k6eBsCwWEi4dAn3xypgCY8g/vQZSox5G983XyPif+cX7NaZ0h9PAGDIr3NtC4//97//5fr165QsWZJ9+/Zx/fp1PD09SUxMpH///syZM4eQkBDOnj3L8uXLs+T9kXvTVBoREZFHiGGNwLjRF6xXAesDzwcDjDisEf/h/am+rNl4le3bt/PYYxUwosdC/O//C1cexB1Hr770GTqUXr17c/DgQfz8/PD29k521uLFixk5cjcHdo3B3fQ9iYnxuDib77pbUpKBo6MHOPpgyvclJucqqXr9j5olS5bQqlUrChQokOprtMaISOr4+/uneu2ejBQREcFHH31k61rITqxWK4MHD6ZgwYJ88cUXOa6LwdnZmYSEvxf63rx5M5cuXQJu75B2ZyomQKlSpfjqq6/44osv2PDbYpJu3gTA0cMd58KFSAwNJSnqJu4VH8Pk6IhTgfwU7NGNqKAtxJ8+Yzv/n5KsD/66e+LECc6fP2+b3pOYmMjRo0dz5cLi2Yk+ThAREckG5syZQ9++fVM8NnnyZCZPnpyq+xhR74L1BqkLRW4L2hFLqx6nGfPKRXbu2EzFihUxmRxYs6MRzbrFcCnUmVsxVpKSks++tVgM4hNM4FgBU77JOHi/S1EfHzZs2ICvry8NGjTg1KlTtvN37tzJK6+8wsqVKyng+xKmIjuZ9LUb0bHFsRqQlOSA1XDAbIE1QXDy2hhMhVbn2lAEbu9Gk9b1B9QxIvJgsbGxbN68maeffjrLx/7444/p1q0bjz/+eJaP/SCjR48mJCSEuXPn5siAtXz58pw5c8b2eOPGjRw4cADgru3Ot23bRo8ePXjsscfo+d57yY551qpB3NHjxB49hmfNGgDEnzlH2I8/41y4MIUHPJvi+IVSsYiuYRhUqFCB0NBQQkNDCQkJ4bXXXkvLy5RMoK+aIiIi2dzo0aMZPXr0A88zksIgYRvl6p3k/MW7uzAexMPDhaTYQPz8/OjcuTN9+/alSLEa7DjxAROmlSc47HFwqgKOpTgd7MrWvflp3TsMCvpjcvv7hwsXFxdmzJjBiBEjaNKkCatXr+bs2bP06NGDOXPmULNmTQDOnr3IrF9C8Cy5lmf+U4XAvWO4ZvhTsk4k2w735JdfD+S4Tysz0vnz5zly5AgdOnRI03XqGBF5sI0bN/LEE0+QP3/+B5+cgc6dO8dPP/3E+PHjs3Tc1Pjqq68ICAjg999/x909HYtMZQNt27bl/PnzrF27lujoaBYtWnTPhWN37dpFnTp16NOnD5a/jiQ75lH9ceJOnCLhfDDulR4DICE4GNeSxfGsXZOYA4fuup+jpyeVnZwxm81ERkbani9UqBDnzp3DarVy48YNKlWqRExMDEFBQSQlJdmm1Yh9KRgRERF5RBixC4CHCBKMGE4fepslS5bQr18/QkJCWLp0Kd279+CHOX/gXeI7HAqtwKHwemYsaM2aHc3ZeyCW7du3p3i7l156id9++42hQ4fSoEED3n///WQ/5M+bN48+ffrg7OzMxZDLFPWpiE+x8iQkJNCmTRsWL16c4taHucW8efPo3bs3rq6uabpOHSMiDxYQEGCXbXrfffddRowYQbFixbJ87PtZsmQJkydPJjAwME1T97Ibb29vVq1axejRo6lYsSK9e/emffv2KZ7bq1cvjh49iq+vL843b+Hg6or56jUAHD09wATOhQth+t+aWR41a5AYGsbFDydiCQ/H9I/zAUr07Mbovs/i4+PD4cOHbc9PmDCBIUOGULBgQdauXYurqyuLFi3i9ddfp1ixYnh5eaV6cW3JPFpjREREJJsbN25csv8C/PDDD4wbN46EhAT+85//MH78eKZ9/SUTP79ARJSVum0v4GCCc3vL4unhwL5D8QwbeZXLYRb6dM3D1HGFcHS8O0SpVtmL5b9Nw+RUiqCgIMaNG8f7779PlSpVKFKkCKdOneL555/n4MGDFChQAE9PT2bOnMmZM2cICgri8ccf5/PPPycoKIhKlSpRv359ypQpw7lz59i+fTtDhw7Fw8MDwzDw8/Nj/vz5AISEhFC8eHFMJhNVq1bF2dkZi8XCoUOHbB0muYlhGMydO5cff/wxzdeqY0Tk/gzDwN/fn7Vr12bpuLt27WLbtm3p+nudmbZu3crLL7/MunXrKFOmjL3LeWj16tWzTZ+5I6Vt3MuUKZMswCjcoR2zjxziThzvM/zFZOc7FyxAiXf+Xoy2YI+utt+7Ojry6iuv8srPc+8ap0OHDgQHByd7rkGDBnfVKPaljxNERERyoDfffJN169Zx7tw5Dh06RHR0NK8978bVo+Up6evE3rWluHq0PJ4eDpjNBs+8eIUJ7xTk7O4yHDmZwPdzo1K8r8nkAtbQZM/5+/vbPlkdOHAgY8aMYenSpcTFxVGuXDkCAgKwWq2sXbuWc+fOsW/fPipUqIBhGAwbNgwfHx9Onz6No6MjTZo0ITg4mN27d+Pg4EDdunUxm83cuHEDHx8fAKpWrcqxY8fo3bs3S5Ysydw3Mpv6888/MZvNNGzYMM3XqmNE5P4OHTqEi4sLlStXzrIxDcNg1KhRTJw4EU9Pzywb90GOHj1Kr169mD9/PrVq1bJ3OXZhGAY//vgjXz33Ah4mBxzSOIXTwWSigLsHA2vWypwCJUvoq6aIiEgO1LRpU95//32WLVvGjz/+SJ48XkBSiuceP52Ii7OJDq08cXNz4OXB+QjckNIWvv9jJN9Ld+XKlXTq1ImbN2+ye/duBg8eTL9+/bh69SpFixYlMTGRc+fOkS9fPqZNm0axYsVwdHTko48+4siRI8ydOxcvLy9++eUXBgwYQIMGDfjss88YMGAAJpOJK1euULhwYdsWv1WrVrV9s55bp9P4+fnZ3p+0UseIyP3dCXuzcg2jZcuWcfPmTQYNGpRlYz7I5cuX6dChA1OnTqVNmzb2Lscurly5QufOnZk+fTobAwMJGPoCeV3dcDSl7sdkR5MD+dzcWNCzD96ubplcrWQmBSMiIiI50O+//86rr77KiRMnqF69OjduhAMuqbrWZOKeYYPVsIIpj+1xbGwsiYmJ1KhRA8MwcHNzIzQ0lLCwMNzd3fnyyy9JSkpix44d1K9f39apMH/+fH744QdWrlxp+3TUZDLx5ptv8tNPP7F8+XKsViuGYXDp0iVKlChhG7NKlSocO3aMevXqERcXx5EjyRfFe9SZzWYWLFiQ7m1E1TEicn//7ILLComJibz99ttMnTo124SW0dHRtG/fnpdeeinNO189KhYuXEitWrWoU6cOf/zxB9WrV6dU3nwEPDuQ8vnz4+HsfM9Vu0yAh5MzFQoUIKDfIErmzZuVpUsm0BojIiIiOUxMTAw1atRg586dNG7cmIULF3L69GnqVygPlmMUKuDIuQtmShV3IiLSSuUKLiSaDdZsiuGphu7M/DmKru1SbuVOTLjF0y2HULdeSwoVKsS1a9dsn6x6e3tTrVo1fv75ZwYPHoyHhwfjx4+nUaNG7N69m5IlSwK356u//vrrbNy40TY95p+sViu1a9dm8eLFXLx4kVatWlG8eHHb8TsdIyaTiV69erFkyZJsua1lZlm7di3ly5enQoUK6bpeHSMi93bt2jWOHj1Ks2bNsmzMmTNnUqFChWzTlZGYmEiPHj1o3Lgx77zzjr3LyXI3btzgP//5D4cOHWLlypXUr18/2XEfrzwE9h/Mn1cuM2vfXjYHn8PF0RETYACJSUk0L12WF5+oSx0f31y9e9qjRB8niIiIZBOLFy/Gzc3N9uvLL79M8TxPT09GjBhBrVq18PX1pUmTJtSrVw+T54tg8mTc6II8NyKMwlXPsnZzLM7OJhbNKsZ7H9+gbL3zVK7gwrCBKX265YBLng5MnjKTwoULs3TpUs6fP8/69esZPXo0gYGBfPfdd8yaNYvChQvj7OxM8+bN6du3LxaLhevXr3Pq1Cl69+7N3Llz7xlm+Pn58cILL7Bz507Cw8N57733yJcvn+14qVKliIyMJCoqil69erFh3SKMGD+s0Z9hjRqL9eaXGPEbMYyUpw7ldH5+fg/1Ca46RkTuLTAwkFatWqV5t6f0ioyMZNKkSUyZMiVLxnsQwzB4/vnn8fLyYtq0abnuh/qAgABq1KhB8eLF2bdv312hyB0mk4m6vsX5rlNX/nh+OAt79uGHLt1Z2LMPfzw/nJmduvJEseK57v17lJmM3DhxV0RE5BFkGIkYVxuAcSt9NzC5YyowF5NzdQAiIiIoXbo0v/32Gzt27GDTpk3s3buX6tWr06JFCy5cuEDp0qX5z3/+Q4UKFXjhhRdYs2YNb731Fi+++GKKQ0RHR1OyZEnOnj1LwYIFsVqtNGvWjL/++ou1a9favkmtW7cuc2aNoGrpHcTfXI+LiysOpsR/1OoJuIDnQEwez2JyyLnbS/5TVFQUpUuX5syZMxQsWDDN19/pFtG3dyIpe+aZZ2jXrh3PPfdclow3evRoIiIimDVrVpaM9yDvvvsuQUFBbNiwAQ8PD3uXk2Wio6N544032LhxI3PmzOGpp56yd0mSzejjBBERkUeEyeQCnq8A7mm+NiERTp1zISHpMdtza9as4amnnqJNmzaMHTuWoKAgrl27xkcffYSjoyO7d+/ms88+o1+/fnh4eDBz5kw6d+58z1AEYOnSpbRo0cL2Q7+DgwMlS5Zk6NChdOrUiZ9//hnDMBjzuhcVC38CiRtxczUlD0UAjBgwIuDWdxjXnsYwH03za86Ofvvtt2TvT1pZrVZ1i4jcQ2JiImvXrqVDhw5ZMt758+f58ccfmTBhQpaM9yDffvstS5cuZeXKlbkqFNm0aRM1atTA0dGRQ4cOKRSRFOkrp4iIyCPE5PkcuLUlbeGIM86uJfjom5I0bdqU4OBgIOUFCt3d3WnZsiUTJ05k7ty5VK9enffeew+TyURSUhLffvstrVq1YtKkSWzfvp3ExOSBxty5c+9aVPTSpUt07dqVoKAgJk2axKaV7Wj/VBhOThZuz+i+nwQwojDCn8UwH0vDa86eMmIajdYXEUnZtm3bqFixYoprH2WG9957j//+978UK1YsS8a7n+XLlzNp0iQCAwMpVKiQvcvJErGxsYwYMYKBAwcyY8YMvv/+e/LkyfPgCyVXUjAiIiLyCDGZTJjyfgYevQE3HvSl3pLkAk6VcCy8jJ9/+Y1+/frx5JNPsmrVKgIDA+nYseM9r33sscc4ffo027dvp2jRohQsWJBXX32VN954g4iICF577TXy58+Pi4sLnp6eeHt7s2HDBiIjI5PdJyQkhOLFi1O1alX275hEg5rncXH+e/2QoB2xtOwRcs86Fiy/yX/fO48RPhjDms5pRNnAhQsXOHTo0H3f8wfRwqsi9xYQEJBlu9Hs3r2bzZs3M2rUqCwZ73527NjBiy++yMqVKylXrpy9y8kSu3btonbt2ly/fp1Dhw7Rvn17e5ck2ZzWGBEREXlEGea/MGJ+gvi13N6IzgwYJJoNTBjsOxzHgt/z8MW3+3FwcLZdt3XrVrp3746zszOXLl2679QMb29v8ufPz65du6hSpQoFCxbk9OnTtgXpwsPD2bJlC5s2bWLBggVcvXqVVq1a0b59e1q0aEGNGjXw8vIiPDwcd3d3jOttIOlCsjGCdsQyYWo4G5eWSKmEf/CAPKNx8Hw2fW+YnX3yySecP3+e7777Lt33uHXrFkWLFiUmJiYDKxN5NFSqVIn58+fzxBNPZOo4hmHQrFkzhgwZwvPPP5+pYz3IiRMnaN69G+9MnEjNJ54gj6sLjxUohHcWLT6b1RISEpgwYQI//vgj06dPp1evXvYuSXIIdYyIiIg8okzOj+OQ7/8wFdmGKe94THlGYfJ6gxOXezJ8TDG++qUhv/lHsnLlqmTXNW3alL59++Ls7EynTp0IDw9P8f6bNm0iPj6eCRMmUKxYMTp16kRkZCRHjhyxnVOgQAG6devGV199hdVqpXv37rz00kucOXOG/v37U6hQIaxWKz/88ANnjv8G1msP8YpjIfaHHLnwqGEYDz2NBtQxInIvJ0+e5ObNm9SuXTvTx1q+fDlRUVEMGTIk08e6l3iLmR93bqfdr354D3+Bn65dYcTqAJ5bsZQnf5jBG2tWcfTaVbvVlxkOHjxI/fr1OXz4MAcOHFAoImmiYEREROQRZ3LIh8m9KybPoZi8XqREhTdYumIfL730EiaTiXHjxt0VJgQFBfHrr79StWpVnnjiCf78889kx48fP07fvn1p3bo1CQkJAHTq1Im8efOyZMmSu2pYt24d4eHhzJo1i969e1OvXj3MZjNOTk54eXlx+PBhvvnyFZp2Pkmd1sH41jjL935Rye4xatw1ClY+Q/NuF4mLs9qen7MwmqEjQm8/sIaD+QAmk4lff/2V4sWLU65cOVtYc+rUKZo1a4aPjw89e/YkNjb2od/fjLBv3z7i4+Np3LjxQ91HW/WKpCwgIICOHTtm+t+PxMRERo8ezdSpU+0WUu64eIF6s2bw0Y6tmArkxwzcTEzkZmICNxMTSUhKwv/kcXot/pVBy5YQ86+1oHIai8XCxx9/TOvWrXnjjTdYsWJFlq0jI48OfeUUERHJZQoWLIivry8FChQgT5483Lp1ixUrVtiOnzt3jmvXrtGwYUOmTp3KlClTaNeuHT/88AMA165do2PHjnz22Wc89dRTnDx5EoCnn36asLAwFi9efNeYo0aNomnTphQsWJAjR47w+eefs3fvXr7++mtiY2OZNGkS1R8vxF/HE1k625ddq0ry/ifXuXjJDMCuffGU9HXi8sGyREZbCdx4j0DDMMByGrj9g9D58+dp06aNbXrKwIEDGTNmDFeuXCFPnjwPNW0lI/n5+TFgwADbFKT0UseISMpSWkw6M3z33XeUL1+etm3bZvpYKVl75hQvrFxGjNkMzs73PC/JMIi3WNhzOYQei+ZzK4eGIydOnKBJkyZs3LiRP//8kyFDhjz0v6OSOznZuwARERHJeo0aNWLnzp28/PLLLFq0iHHjxtGlSxccHBwICAigQ4cOtk9We/XqxeOPP06PHj3YunUrx48f59lnn2XIkCEsW7aMbdu2AZA/f346tqtJvccvEHlhMN5ejuDgzcmzhTh69Ag7d+4CYOPGjZw7d47KlSsTFxeH1WrlxIkTYCTSsok7ZUre/mb+ySfc+PNQAvnyOlC4oCP/fTEfJpOJWo+7En3LmvILwwLG7QVYx44di7OzMw0aNGDz5s3cvHmT3bt3M3jw4NtnWiy4ZoN59haLhV9//dX2Pj4MdYyI3C0qKordu3fTqlWrTB0nMjKSSZMmsX79+kwd514OhoXy+ppVxFssqb4mISmJC1GRPP/7Un7t2QeHHBIqWK1Wpk+fzoQJExg/fjwvv/yy/u2Th6JgREREJBdq1KgRmzdvZtq0aXzwwQeUKlWKFStW0L17d/z9/XnxxReTnV+5cmV27drF448/zq1bt5g/fz5wezHDkydPYiRsx7g1g7lfRWA1PHBx3gn/+wDy/bFhTBlbgDrl52KYvTAMg0GDBjFjxgw+/PBDEhMTqV+/PqcPOvPPGT1WK9z5PrdsSSfbp4D3/77dEUy3tyouX778/86/fYFhGLi5uREaenvaTUJCQraYSrN27VrKli3LY4899tD3UseIyN3WrVtHkyZN8PLyytRxPvnkEzp37kz16tUzdRyA/fv3M2DAAG7cuMHzzz/PRx99xKQtm9IUityRkJTEkWtX2XHxAk1Klc6EajNWcHAwQ4cOJT4+np07d2bIv50iitVERERyoUaNGrFjxw7y5s1Lr169qFmzJuPGjSM6OpodO3bQpk2bu6755JNPKFWqFGPGjKFRo0b4+/tTvlw5nnsmEmvEy2DejZNTEi7/6N7+82A8B4/E8fLgvJCwGuPGMzzV0JGAgAAuX77MmTNn+OGHHzhx4gTmJG82bI3lbLCZ8xfN7NkfzxM13ABwcEjlp5gmR3As8b9rkn+b4+3tTbVq1fj5558BGD16NBMnTkzHu5exMmLR1TvUMSJyN39//4faBjs1zp8/zw8//MCECRMydRy43WXWq1cvJkyYQHBwMOvXr8dv6VIOXrmc7nvGms18v2+P7XHz5s0JCgrKgGozjmEY/Pjjj9StW5enn36arVu3KhSRDKOOERERkVyoUqVKhIeHExYWxssvv0yPHj0oXLgwH3/8MU8++STe3t7Jzv/hhx9YsmQJO3fupFChQjRo0IA+ffow//s6vPKcNybiUxwnYH0MIVcsFK951vbcm8Mn8sG7fWnYsCGhoaHUqlWLl156CUv8X9St5Ub/l68QHGLh4zGFKF7MiVPn0jL33QVcGt7z6Ny5c3n++ecZNWoU9evXZ968eWm4d8aLjo5m1apVTJs2LUPup44RkeSSkpJYtWoVY8eOzdRxxowZw2uvvYavr2+mjgOwfft23Nzc6NmzJwDdu3dn8g+zMLdugckp/X//d18K4fLNaHzzeD/45Cx25coVhg0bRkhICBs3bsySrhzJXUxGTtzTTkRERB5ax44defHFF+nWrRv169enffv2TJs2jQ8//JDIyEgmT56Mk5MT5cqVIyQk5K6W5YjQpbjEv8sf+2KYMDWcjUtLpDjOnIXRbN4Ry+yv/t4lINHsSKPOsew/eIG6desSFRVFZGQEbZol4Te9UDpfkRt4DcfB6z/pvD7rzZ49m+XLlydb/PZhnD9/nqeeeorg4OAMuZ9ITrdr1y5eeOEF/vrrr0wbY8+ePXTt2pWTJ09m+nQdgOnTp7Np0yZ+++03AFatWsWLq/0xR0QSsWo1hmGQv/3T5HmyHnGnThO5ei3FXrv97+K1eQtwq1AetwrlCZ0+A+9mTYhctxFHb2/K/fc/dPfKy6xx44mKisLDwwNnZ2e2bdtG5cqVM/113cuiRYt47bXXGDZsGB988AEuLi52q0UeXeq1FBERyYWMpDDeftWdhpXGYw1rQNDiBF7osYTR/3Ein/ft7o///ve/BAUFcerUKRwdHSlVqlSye+R18sPdLX2frziYkvj4/VKYTCby5MnD//3f//Hpp5/h5FoFcE/fizKZMLn3Sd+1dpKR02hAHSMi/5bZu9EYhsGoUaOYMGFCloQicHuR1ztjnTp1iueffx5P77yErwzA57WX8R3xKhGrVpN4+cp972OJisYSGUWpiR/ilM+biN17qdqsKdevX6dx48asWLGC69ev2y0UuXHjBn379mXs2LGsXLmSiRMnKhSRTKNgREREJBcxLMFYw1/AuNaKhjWPUjh/DBjhuLnGUbyomf++mJc+rX/CiF1ObMxlevTowXfffYeHhwebNm36x31Og+VMuutwcoJm9a6Tx8uFDRs20KlTJ5577jnmzN0Krg0AtzTe0Q1Tvq8xORZMd01Z7eLFixw8eDBDf2jTGiMiyQUEBGRqMPL7778THh7O0KFDM22Mf3N2diYhIYGrV6/Svn17+vfvT+yhw3hUq4pzgQI45c+HZ43qxB0/cffF/5oskL9jO0yOjriWKoU1IR7nbPLvR0BAADVq1KBYsWLs27eP+vXr27skecRljz/5IiIikumMxIMYN7pD4jYgEUeHu3cvcHM14eoCRtJFnMz+jH23EwMGDKBWrVocP36cCRMmUKxYMUqWroPf4uvJrh017hoFK5+hebeLxMXdazvdv/267BYlfF1su8YArFzpT8V66ylW4zT/HROeildlAtwx5fsck+tTqTg/+5g3bx49e/bEzS2tIdC9qWNE5G8hISFcuHCBBg0aZMr9zWYzo0ePZsqUKVn69658+fKcOnWKTp060a9fPzw9PQnbsCn5SffYvssSFW37vWOePDjc6cAwgQMmCrins2Mvg0RHR/P888/z6quvMm/ePL744gvc7VyT5A4KRkRERHIBw3IaI2IIGLeAB4cWJhM4O8PgbtswzMfx8vIiOjqaoKAgTp48yY7VrXh74lXb+bv2xVPS14nLB8sSGW0lcOODt8E1YSZ/Xudkz82cOZOFCxdxMSSCoJ0eHDiah5hYA+tdJbsCLuDaBlPBhZjc7t5FJzszDCPDp9GAOkZE/ikgIIB27drh5JQ5+0189913lC5dmqeffjpT7n8vLVu25K+//iJfvnyMGjWKRYsW0W/Ef4k7egxLeASWyChiDh7GvXIlHNzcsEREYRgGCSGXiD/9d6ef6V+7fVkxaFKqDACFChXi3LlzAFy7di1LXtemTZuoUaMGjo6OHDp0iObNm2fJuCKgYERERCTbmjNnDq6urhQqVMj2a/LkyWm+j2EYGBGvgPHgsOLui2MxIoYTExODt7c37dq1o2XLlvQfFkTYtSTbaYULOvLfF/Ph6upArcddib714PAFE7i7J/+B5aeffmL79u307z+AM+eucS3xI9r0DiE0qiE4P4mZKmzYZgav/2AqsgWH/NMxOdtvUcD02r9/P7GxsTRu3DhD76uOEZG/Zeb6IlFRUUycOJGpU6cm63rLbIZh8Pbbb1OnTh3CwsKoVKkSvXv3ZvrYcRTu0okr077l8pfTyN/haVx8i+FSojguvsW4/H9fEx20Bc8aj6d4XwdMVClUBA/n22H1O++8w6effkr+/PmZPXt2pr6m2NhYRowYwYABA/j222/5/vvvyZMnT6aOKfJv2q5XREQkG+vevTsLFix4uJuYD4A1FEjnRnRGJIcOnsbZ2ZlVq1aRlJTEb7NL0KFvpO2UmzetbN4ZR/NGHvfq4E7hvmBy+HshvaioKOrVq8fo0aMZO3Ys165dIyY2lj0HEolMeosSBR/HxTDoMtCD69cH4engmb7Xkw34+fkxYMCADO/uUMeIyG2xsbFs3ryZn3/+OVPu/8knn9CpUydq1KiRKfe/l4kTJ7Jv3z6CgoLuCg/69e/PynpPYPlHi53JZKLoC0NSvFfJsWNsvy/SqQOz+w2wPa5bty4nTqSwRkkG++OPPxg0aBBPPPEEhw8fpkCBApk+pkhK9JVTRETkEWfE/AhGfLquTUw0+OTLEOJjw9iyZQtubm6UKlWKH+eGJT8xHR+Ymi0mDP7exeHUqVOYTCaGDRtGZGQke/fuZc+ePRQpUoRTp07dHsZkonTp0jl6O1qLxcKvv/6a4dNoQB0jInds2rSJ2rVrZ8oP2sHBwcyaNYsJEyZk+L3v56effmLOnDkEBASk2FExpulT5HV2wbh77uF9uTs5MeyJupQvkHWLVycmJjJmzBi6dOnCpEmTmD9/vkIRsSsFIyIiIjnMnQVQS5QogZ+fHwC//PILw4cPt53TtWtX1q5di2EkMnfeMsrVO0vZuueYs/D2wntBO2Jp2SPEdv7QEaG2Y0NHhLLnQDyfz4jAs8xptu2OY93i4jRuVAez2cz58+fxLdMdL08Hvvkpku6DLxMVbaX7kCsUqXqGqOjb35SfOptI824XeeODqwRtjyM29u5v1pMoYvt9zZo1qVWrFr6+vnz66afUrFmT9evXU6tWLY4ePWo7r0yZMpw/fz7j3tAstm7dOkqXLk3FihUz/N7qGBG5LTN3oxkzZgyvvvoqxYsXz5T7pyQwMJD33nuPwMBAfHx8Ujwn4vIVwqbPxMvBEadU/jvg7uRMzyrVeP3JRhlZ7n0dOnSIevXqcfjwYQ4ePEjv3r2zbGyRe9FUGhERkWxsxYoVtm+Chw0bxgsvvGBbADUqKoq6desycOBAunTpwsSJE4Hbn8QdOHCAli1bcvzoH7z70VW2/V4CBwdo0iWEJ2q4PnDcv44lMmNyEbq396JAfkcwubN44Ux+nruBoKAgvp42hy/HxYD5IK88l4+WPUL4cFQBmjfysN2jUceLjB1VgLbNPXju9TC+94vi9Zfy/++oM55eBfnkk7/XTHF2dub333+3PbZYLBQpUoT+/fuzZ88e2/M5PRjJjEVX71DHSNZJslr541IIV27dJM5sJo+rK1UKFaZiwUL2Li3XMwwDf39/Vq9eneH33rt3Lxs3bmTmzJkZfu/7jTlo0CBWrFhBpUqVUjzn7NmztGzZknffeYdegwcxet1qdoVcxAASk5LuOt/T2RknBwfebNCYgTVrZ/IruM1isTBlyhT+7//+jylTpjB48OAsXZ9F5H4UjIiIiGRjXbt2vWuNka+++oovvviCoKAgwsJuT2nJly8fjz32GEePHuXKlSu0atUKJycn1q3bSKc23pQueXtBve7tvVi3OZY6/wpHjH8tP9K+lQfPP5v37+M4YCIh2Tkmr9cwIl4F7p6mc/OWld374xk64nZ9FouBq8s/vwF24qvvr7F8ZYl7vvZdu3ZRunRpGjVqxC+//GJ7PicHIzdv3iQgIICvv/46U+6vjpHMdyM2lgV/HWL2gX0kJFkwAKth4GAyYTUMyubLz/C69Xm6/GO4KKSyi8OHD+Pk5ESVKlUy9L6GYTBq1CjGjx+Pl5fXgy/IAGfPnqVLly58//33NGqUclfH+fPnadmyJaNHj+bll18GYHbXnly5eZN5hw+w8MhhohISsFituDo6UaVQIV6qW59WZcunurPkYZ08eZLBgwfj4eHBn3/+SalSpbJkXJHUUjAiIiKSg2zbto2hQ4cyYcIEnn/+eUqU+DtY6NWrF6tWreLKlSv06tXr9pMOrvxz0VWT6e4QBOByqCXZ4yefcE/2OMmSgIPJO9lzJtdmGJ4vQMyPd93PMAzcXE1cPlQOgIQEK7FxdwZ2IynPVA7+1ZGiRYve87UGBgbSoUMHqlSpwvHjx0lKSsLR0ZEyZcqwb9++e16Xnf3222889dRTFCqUOV0F6hjJXOvOnOb1NQEYBsQnWVI859j1a7y3YS2fbdvCrz37UDJv3hTPk8xzZzeajO5GWLlyJdevX2fo0KEZet97uX79Ou3atWPMmDF07949xXOCg4Np2bIlI0eO5JVXXkl2rFiePIxq1JRRjZoCfwd4WclqtTJ9+nQmTJjAuHHj+M9//qPwVrIl/akUERHJQXbt2kWdOnXo06cPS5YsSXasW7durF+/np07d9K6dWsAWrfuRMD6GC6EmLl0xcKyVbdo29wDby8HLl62YBgGB/5KYPPOuPuOe/OmBauR767nTV6vgddwChZw5mywGYBr1y1453GkWiUXfl50e92StyfeYOL/hQPumPJ9wZUblShSpAhOTvf+jGbVqlV06NCBPHnyUKhQIduCqzm5Y2Tu3LmZNo0G1DGSmX4/cYwRawKIs1juGYrcEWM2Expziy4L/LgQFZk1BYpNZmzTazabGT16NFOmTLnvv1sZJTY2ls6dO9OjR4+7Ao87Lly4QIsWLRgxYgSvvfbaA++Z1aFIcHAwrVu35tdff2XHjh28+uqr+vdJsi39yRQREclBevXqxdGjR/H19eX8+fN4eXlx8uRJAAoUKIDJZOKxxx7DxeX2NrhVq1bl4wkDad79Ek06X2Tc6IJUr+JK7equVK/iQsMOF/niuwi6tb9fW7gri1d5sHDRkruOmEwmHLxe5p0x05nweSQFK59hzsJYAH6Z7sOPc6MoWu0sJ88m0qB+CUyFlmFya8WlS5fuu3DhpUuXCA4O5sknn7S9jjsLsObUYCQkJIR9+/bRuXPnTBtDHSOZ42DoFd7ZsJZ4y/0DkX+yGgY3ExPp99tCYs3mTKxO/un69escOXKEp556KkPvO2vWLEqWLEm7du0y9L4pSUpK4tlnn6V8+fJ8/PHHKZ5z8eJFWrRowWuvvcaIESMyvaa0MAyDn376ibp16/L000+zbdu2TFlsWiQjmQwjpYZaEREReVQY1iiMq42BxPRdjwvbjk3kpZff5ciRI/f8wXvIkCG0aVWLft09IOk8+/dtwdmlCGUrdKBKnbe4ecvK6dOnKVy4MEuWLGH+/PksXbo0xXv9+OOPrFu3zra+yhtvvIGvry9vvfUWhmHg4eHB9evX8fT0TNdrsofJkydz6tQpZs2alWljbNiwgY8++oiNGzdm2hiPgjlz5rB69eq71u+517kTfp4D3dMXaHk4OfN+s+b0fbxGuq6XtPHz82Pp0qUsW7Ysw+4ZFRVFpUqVWL16NbVq1cqw+6bEMAxeeeUVTp48yapVq2wh9z+FhITQvHlzXn75ZUaOHJmp9aTVlStXGDZsGBcvXsTPz4/q1avbuySRVFHHiIiIyCPO5JAXPAYA7g8899/iE0z8dboSzZp3o1ChQvz666/3PLdixYocPHwZB69hOOT9mKXrn2Jl0BPkKfoC1R6vT7Vq1Vi+fDlw+xv7f66P8m93ptHc8c+OEZPJROnSpW1Ta3ICwzAydTeaO9QxkvEi4uK4EReb7utjLWZm/rkHfRaZNTJjGs2nn35K+/btMz0UuTPW9u3b+e2331IMRS5dukSLFi146aWXsl0osmjRImrVqkWtWrXYvXu3QhHJURSMiIiI5AKmPKPBtQHgloar3Ig1V6H/8NuBxPjx45k4cSKWe0wnqFSpkm1aD4C3tzdRUVEA9OnTB6vValsX5X5TacxmMxs2bEjWsv7PYARy3nSagwcPcvPmTZo0aZKp42iNkYy342LwP9cvTpfrsTEcCL2SMQXJPZnNZtauXZssVH1YFy5c4Pvvv2fSpEkZds978fPzY+bMmQQGBpI3hUV7L1++TMuWLXnhhRd46623Mr2e1Lpx4wb9+vXjww8/ZOXKlUycODHFUEckO9NXThERkVzAZHLAlO8bcO/M7XDk3t8CWJIM4uIBt7YUKLcIq9XE1q1badmyJUWKFLln10jFihWTBSN58+a1BSPdu3fn2LFj7Ny5kxs3bty3Y2T79u089thjFClSxPZclSpVOHbsmO1T99KlS+eoYMTPz48BAwZkemihjpGHM2HCBIoVK0aJEiXw8/MD4HREOInh4Vya+iUXPhjPzZ1/2M6PWL2WCx+M58KHE7m550/b81emfUvMgYOE/TCbK9NnYLFaORAWSvPmzVmyZAndunWjZcuWtvNnz55NhQoVKF68eKZOtXrUbdu2jQoVKlCsWLEMu+eYMWN45ZVX7rsmUkZYt24do0aNIjAwEF9f37uOX7lyhZYtWzJkyBDefvvtTK0lLQICAqhRowY+Pj7s37+f+vXr27skkXTRdr0iIiK5hMnkhCnvRxge/TFiZkP8ajA5g5H0vxMcwLBwIaw8Q/+zmVffqEefPi4MHz6cGTNm0KxZM8aPH8/w4cPp16/fXTszVKhQgbNnz2KxWHByckoWjOTPn58mTZpw7do1fv/99/t2jPx7Gg3cXljWw8ODS5cuUaJECcqUKZNjptJYLBbmz59PUFBQpo+ljpH0u3DhAkFBQZw8eZKoqCjq1q3LwIEDSbBYSLgYQvHRb4DJxOWpX+FepTJYrcSfPkOJMW9jjY/n8tSvyFPvCdv9wv0DKdC1M+4VypGYlER0QjwA7733HlOnTrUtDnrkyBE+//xz9u7di9lsplatWnTp0uW+W1lLyjJ6Gs2ff/7J+vXrkwW+meHAgQP079+fJUuWULVq1buOh4aG0rJlSwYMGMC7776bqbWkVnR0NG+++SYbNmxg3rx5NG/e3N4liTwUfeUUERHJZUzOVXHINwVTke2Y8n6KyXvM7V95P8VUZBtlaizhXIgnI0aMIC4ujkGDBrF69WrCwsJo0aIFxYoVY/78+Xfd193dHR8fH1tgkTdvXqKjo23H+/TpQ1JSEkuWLLlvx0hKwQjk3J1pNmzYQMmSJalUqVKmj6WOkfQrVaoUX331FV988QWDBg0iLCwMAEcHB9wrVsC5UCGcCxbEtXQpEi5exKlAfgr26EZU0Bauzf2VpJs3k90vz5P18axeDQd3d5xMJlwdbweJzz33HF26dLFNldi4cSPnzp2jcuXKVK9enVu3bnHixImsffGPiICAgAwLRgzDYNSoUYwfP548efJkyD1TEhwcTKdOnfjmm29o1qzZXcfDwsJo2bIl/fr14/3338+0OtJi06ZN1KxZE5PJxKFDhxSKyCNBwYiIiEguZXLwxuTWFpPHM7d/uT2NySEvTk5OfPrpp1gsFqZOnUq+fPno0aMHs2fPxmQyMW7cuHuuNfLP6TT/XGMEoGvXrpw6dYqtW7fes2PkwoULhIWFUbdu3buO5dRg5M40mqygjpH027ZtGz169OCxxx6zTaMByOfqBibT3yeaTGBA/JlzhP34M86FC1N4wLN33c+1TKm/f+/kRFHP21tiN2jQINl5hmEwaNAgQkNDCQ0NJTg4WNMR0uHUqVNERUVRu3btDLmfv78/V69e5bnnnsuQ+6UkPDycdu3a8dZbb9G7d++7jl+9epVWrVrxzDPP8OGHH2ZaHakVFxfH66+/zsCBA/nmm2+YNWtWpoZGIllJXzlFRETkLv369cPb25spU6Zw6dIlXn75Zb777juSkpJo0aIFxYsXZ968eXddV7FiRdun3f+cSnPnccuWLSldujTOzs64u9+9S05gYCBPP/10il0POTEYuXXrFv7+/vTt2zdLxlPHSPrt2rWLOnXq0KdPH9siwQANS5Qi/tQZzOHhWCIiSQi+gGuJ4iQEB+NasjietWsSc+DQfe+dZBi0Llc+xWMtWrQgICCAy5cvExkZSa1atdQxkg4BAQF07NgxQ4JBs9nMW2+9xZQpU+6aMphR4uPj6dq1Kx07dmTEiBF3Hb927RqtWrWiR48ejB07NlNqSIs//viD2rVrc/XqVQ4dOpShC9yKZAcKRkREROQujo6OfPzxx+TJk4d33nmHunXrUrBgQdasWQNwz66Rf3aM/DsYgdvTaRISEu75w8u9ptHA3wuwAhQtWpTo6GhiY9O/jWpWWLp0KU2aNEm2kGxmUsdI6i1evBg3NzfbLycnJ44ePYqvry/nz5/Hy8uLkydPUrlQIdyL+3J11mwuf/4V+Ts8jVOB/HjUrEFiaBgXP5yIJTwck6sr5qvX7hrH0eRAp8cqkcfVNcU6qlevztixY2nYsCFVq1bltddeo2bNmpn98h85Gbm+yA8//ECJEiVo3759htzv35KSkhgwYAAlSpRg8uTJdx2/fv06rVq1omvXrowfPx7TPzuWslhiYiJjxoyhS5cuTJw4kfnz51OgQAG71SOSWUyGNlUXERGRFCQlJfH4449z7do1/P39OXLkCCtWrOD3338Hbn/SPXjwYIYMGWK7Zs2aNUyZMoX169cTFRVFqVKlkoUjt27dokiRIiQmJhIeHo63t7ftWEJCAkWKFOHs2bMULFjwrnrCwsKoUqUKN27cwGQyUalSJZYvX06VKlUy7014SG3atOGFF16gT58+WTLe/PnzWbly5T13DpL0+WbPLr7Z/QfxSSlvVX0/bk5OLH3mWSoXKpwJlQncXgi0ePHiXLlyBS8vr4e+V8WKFVm9ejW1atXKmAL/wTAMXn/9dQ4dOsTq1atx/VdgduPGDVq2bEmHDh34+OOP7RqKHDp0iEGDBlGqVCm+//57fHx87FZLThSTmEhYzC1izWa8XFzw8fLCzcnZ3mXJPegjBREREUmRo6MjEyZMIE+ePIwYMYJnnnmG7du3c+HCBeDvrhGz2Wy75p8dI15eXty6dQur1Wo77uXlRZUqVfD29iYgICDZeFu3bqVatWophiIARYoUwWQycfXqVSD7T6e5dOkSe/fupUuXLlk2ptVqVcdIJnixTj2qFC6MSxqnKbk7OfFavQYKRTLZunXraNy48UOHIgCfffYZ7dq1y5RQBODzzz9n48aNLFu27K5QJDw8nNatW9OuXTu7hiIWi4VPPvmEVq1aMWLECFasWKFQJA0Ohl7h1cCVPDHrW7oumMuzSxfR6Vc/6nz/Le+sX8PJG9ftXaKkQF85RURE5J569uyJl5cXERERLF++nP79+/P9998D8NRTT1G6dGnmzp1rO79UqVJcu3aNmJgYHB0d8fT05Oa/dusoW7Ysjo6OydZxgPtPowEwmUw5ap2R+fPn06NHjxTXUsksSUlJWmMkE7g4OjKna0+qFi6Cm2Pq1pxwc3JiaK06DK+rhVQzm7+/Px07dnzo+1y8eJGZM2cyadKkDKjqbr/++itff/01q1atIl++fMmO3QlFWrduzaeffmq3UOTkyZM0bdqU9evXs3fvXoYOHWrXrpWcJPTWTTrO/4Vnly5i9elTJCYlEWM2cysxkVizmXiLhd+OHaHbwnn0/W0hUfHx9i5Z/kHBiIiIiNyTg4MDEyZMwGQy8e677zJw4EB+/PFHW5fIv7tGHB0dKVeuHKdPnwZSXmfEw8ODW7dusXbtWm7dumV7ftWqVQ+c01+lSpUcE4z4+fkxcODALB1Ti69mnjyurizo2Ychterg4eSENSHhrnNMgIezM6W88zKldTtGNWqqHyozmdVqtS28+rDGjBnDyy+/fM+txB/Gpk2bGDFiBAEBAZQsWTLZsYiICNq2bUuLFi2YPHmyXf7MWK1Wpk2bRqNGjejfvz/r1q2jdOnSWV5HThUcGUnH+b9w8sYN4iwWrPdYrSLJMIi3WNh/5Qodf/2F69l8nazcRMGIiIiI3Fe3bt3w9PSkfPnyrFixwra2B0CzZs0oW7Ysv/zyi+38SpUq3XcB1rCwMJ588klKlixJYGAgAGfOnCEyMvKBW21WrVrVtgBrdg5GDh48SFRUFM2aNcvScbX4auZycXRkdOOm9I2KpcbVcGoVLUZRTy/yublRPE8e2pavwC/derFp8PN0rFjJ3uXmCnv27KFw4cKUK1fuoe6zb98+1q1bx9tvv51Blf3t8OHD9OnTh4ULF1K9evVkxyIjI2nbti1NmzZl6tSpdglFgoODadOmDfPnz2fHjh28+uqr+nckDSLj4253gCQkkGRYH3wBYLYmcTUmhv5LFxFvMT/4Asl0+hMvIiIi92UymRg3bhxXr15lxowZ9OzZkxkzZtiOjxs3jkmTJtm6Rv65zoi3tzfR0dHJ7hcSEkKPHj1ISkqyTacJDAykffv2D/xmPKdMpfHz86N///5Z/sOFOkYyn2EY+M2Zw7s9erK0z7PsfP4l9g17ha1DhzGjY1fqFPNVl0gWyojdaAzDYOTIkYwbN448efJkUGW3Xbx4kQ4dOvD111/TokWLZMeioqJo27YtjRo14v/+7/+y/M+NYRjMnj2bunXr0qZNG7Zt20bFihWztIbsYty4cdSoUcP2uHnz5syZMydV187at5eI+Lh7doncERG4hojANbbHFquVkOgolh47mq6aJWMpGBEREZEH6ty5M56enrRu3ZrNmzdz9OhRjh8/DkDTpk0pX748P//8M3A7GDlx4gSQcsfIpUuX6N27N2FhYQQGBhIbG0tgYOB91xe5IycEI0lJScyfPz/Lp9HcGVuf9GauXbt2AdCgQQM7VyIAAQEBDx2MBAQEEBYWxvPPP59BVd0WGRlJ+/btGTFiBH379k12LDo6mqeffpr69evz5ZdfZnkoEhoaSpcuXfjqq6/YsGED77zzTq4PVQ8fPszOnTvTdI05KYm5hw6SmJSUrjHjLBa++3MP2ijW/vSVU0RERB7IZDIxYcIEDh8+zJ49e2jdujXfffed7fj48eP56KOPSExMTNYx8u9g5NatWyQmJuLj40PXrl3x8fHh999/Z+vWrbRp0+aBdRQvXpzY2FjCw8MpWrQo0dHRxGazOdobNmzA19fXLtsIq2Mk882ZM4chQ4aoKyQbuHTpEsHBwTRs2DDd97BYLLz11ltMmTIFJ6fULaybGgkJCXTr1o1WrVoxcuTIZMeio6Np164dderUYdq0aVn+Z2nRokXUrFmTmjVrsnv37mSdErmZt7d3sq9rqbHu7GmsqZw+cy834mLZF3r5oe4hD0/BiIiIiKRK+/bt8fb2plu3buzfv59ffvnFFko0btyYxx57jJ9//plKlSpx4sQJDMO4Kxi5dOkSxYsXx2Qy0adPH5KSkvjuu++oVavWXbs0pMRkMlGlShWOHTuGg4MDpUqVIjg4OLNecrrYY9HVO9Qxkrni4uJYvHix3f7/SnIBAQE8/fTTDxVo/PDDD/j6+qaqYy21rFYrgwYNolChQndNkbl58ybt27enZs2aTJ8+PUtDkRs3btCvXz8+/PBDfv/9dyZNmoSLi0uWjZ/d9e7dm99//53IyEjbcxMmTKBYsWKUKFECPz8/4HY42qRJE2rVqkXvJxtwZfNW2/m39vzJxfEfcWHcJG7+seeBY97ctZsTH06gZY1azJo1y/b83LlzKVOmDKVLl7ZN6QkKCqJ58+aMHDmS/Pnz06xZM+Li4jLmxYuCEREREUkdk8nE+PHjWbNmDfnz56d48eIsWrTIdnzcuHF89NFHeHt7A3D9+vW71hi5E4wAtG7dmoiICHbs2JGqbpE7svN0mlu3brFy5Ur69etnl/HVMZK5li9fTr169TJl1xJJu4ddXyQ6Oprx48dn+KKnb731FpcvX2bu3LnJ/j7eCUWqVavGN998k6Uh5qpVq6hRowY+Pj7s27ePJ598MsvGzikKFSpEx44dbYuJX7hwgaCgIE6ePMmuXbt46623bOcePnyY5cuX0/qTj4jwX4UlIpLEsKuErwzA57WX8R3xKhGrVpN4+co9x0u8EkrUps34jnydQTOmM27cOMLCwjh+/Dhvv/02mzdvZtu2bXzwwQccPnwYuD2Vr2TJkoSGhhIZGWlbwFwenoIRERERSbW2bdtSsGBB2rVrx8WLF5k2bZrtWKNGjahUqRI///yzbTrNvztGQkJCbD9Uuri40L17d6xWK3nz5k11Df8MRkqXLp2tOkaWLVtG48aNKVKkiF3GV8dI5rozjUbsLy4ujqCgINq1a5fue0yePJm2bds+cDestPjyyy8JDAxkxYoVuLm52Z6/desWHTt2pHLlysycOTPL/p5GR0fz4osv8sorrzBv3jy++OILPDw8smTsnGj48OG26TSlSpXiq6++4osvvmDQoEGEhYXZzmvVqhVlypQhT+HCuJYuTcLFEOJOnMSjWlWcCxTAKX8+PGtUJ+74iXuOFXfqNJbwcC59PJnZw17m1q1bnDhxgnXr1tG5c2dKly5NyZIl6dGjB2vXrgWgcOHCjBgxAldXV2rXrn3X4uaSfvrKKSIiIql2Z60RPz8/unbtyqlTp9i3b5/t+J2ukQoVKqQYjPyzYwSgSZMmGIbBn3/+meoaqlSpkm07Ruw5jQbUMZKZQkJC2LNnD926dbN3KQJs2rSJWrVqUaBAgXRdHxISwowZM5g0aVKG1bR48WKmTp1KYGBgsrpiYmLo1KkTFSpU4Pvvv8+yUCQoKIiaNWsCt7cQb968eZaMm5M1btwYR0dH9u/fb9tB7bHHHrNNo7njzmKphT09wTAgpY6jB3UhGQZe9epSZtI4JgasJDg4mPr166dwG5NtvLJly9q6m7TOUcZSMCIiIiJp0rJlS3x8fKhTpw5JSUl89tlntmMNGzakSpUq3Lp164EdIwDh4eE4OTmxfPlyEhMTUzV+1apVOXbsGJC9gpHLly+zZ88eunbtarca1DGSefz8/Ojduzfu7u72LkV4+N1o3n//fYYPH07JkiUzpJ4tW7bwyiuv4O/vT+nSpW3Px8bG0qlTJ8qWLcsPP/yQJX8/4+LieP311+nfvz/Tp09n1qxZtimO8mAvv/wy0dHRuLm5UadOHfr06WPbWv6O9evX4+/vz4XA1SQEX8C1ZAncKz5G7JFjWMIjsERGEXPwMO6VK91zHPfHKhB75BimW7doWLgItWrV4sSJE7Ru3fr2vS9c4NKlSyxdupSnn34aQP++ZyK9syIiIpImd9Ya+frrrxkxYgRLly5NFn6MGzeO7du3c+zYsfuuMQKwZs0amjdvTv78+dmwYUOqxi9dujTXr18nOjo6WwUj8+fPp3v37nb9wVkdI5nDMAxNo8lGDMPA39+fjh07puv6/fv3s3r1at5+++0MqefIkSP07t2befPmUatWLdvzsbGxdO7cmVKlSmVZKPLHH39Qu3ZtwsLCOHToULrfo9xswIABeHl5UahQIY4ePYqvry/nz5/Hy8uLVatWsWzZMqxWKz179mT1Dz/h270LTvny4uJTlAKdO3Bl2rdc/nIa+Ts8jYtvsXuO4+JbjPzt2hDyf1/To9lTvPbaa9SsWZMqVarw6aef0qxZMxo1asSECROoXr16Fr4DuZPJ0KbJIiIikg4tW7akT58+jBw5ksGDB/PNN9/YjjVu3Jhz584xb948xo8fT1BQEAD16tXjm2++oX79+sTExODj48OCBQsYNmwY7dq148cff0zV2HXq1GHmzJmUKFGCOnXqEBoamhkvMU1q1qzJl19+SYsWLexWw8SJE0lISMjQ6QECO3fuZMiQIRw/flzt69nA4cOH6dKlC2fPnk3z/w/DMGjdujW9evXi5ZdffuhaLl26RKNGjZg0aVKyaXRxcXF06dIFHx8f5syZk+mBZWJiIhMmTGDWrFlMmzaNZ555JlPHy01Onz7NwoULWbBgAREREVSrVg1nZ2dWrlyJyWTimz27mL57FwlJSWm+t7uTE5NatKF7laqZULmkhTpGREREJF3Gjx/PZ599xqhRo/jxxx8xm822Yx999BGhoaG4uLjcNZXmTsfIxo0bqV+/Pu3atcNisbB06dJk97ifOwuw+vj4EBkZafctCw8dOkRERARPPfWUXetQx0jmuNMtolAke7izG016/n+sWrWKy5cv8+KLLz50HVFRUXTo0IHhw4ffFYp07dqVIkWKZEkocujQIerXr8/Bgwc5ePCgQpEMEBwczJQpU3jiiSdo0qQJoaGhzJgxgwsXLtCvXz8KFSpk+/M3pGYdiufxximNHUEujo5ULVyEThXvPd1Gso6CEREREUmXpk2bUqFCBYoVK4ajo2OyrQybN2+Oq6srixcvtgUjZrOZGzdu4OPjA9z+AaV9+/Y4OjrSp08fPD09bZ0lD1KlShWOHTuGg4MDpUqVsvvONH5+fvTv39/u87+1xkjGi4uLY/HixXZdVFeSS+82vRaLhbfeeospU6bg5OT0UDUkJibSs2dPGjduzDvvvGN7Pj4+nu7du1OwYEF+/vnnTA1FLBYLn376Ka1atWLEiBH8/vvvtn9fJe0uX77MV199RcOGDalbty6nT59mypQpXLp0iWnTptGkSRMcHBwYMmQIc+bMsV3n6eLC/J7PUNTTC5dU/v92c3SiXP4C/NSlB84Ks7MFfeUUERGRdBs/fjwff/wxw4cPZ+bMmdy4ccN27PHHH8fPz88WjFy5coUiRYrg6OiIYRisWrWKDh06ANCnTx8sFstdC9zdyz+37LX3OiNJSUnMnz8/W/zgrI6RjLd8+XLq1auXbNFgsZ/r16/z119/pas768cff8THx+eh192wWq0899xzeHl5MW3aNFvnwJ1QJG/evPj5+T10+HI/J0+epGnTpqxdu5a9e/cydOhQdTSlw9WrV/n222956qmnePzxxzlw4ABjx47l8uXLfPfdd7Rs2TJV/6YW8fTCv99AGpQoiaujI84OKV/j6uiIi6MjbcpXYOkz/cjj6prRL0nSScGIiIiIpFvDhg2pWrUqvr6+GIbB6NGjbcfq1q1L0aJFiYyMxDCMZAuvHj16FJPJRJUqVWz3cXBwYPHixVgslgeOm52CkY0bN+Lj40PVqvafI66OkYynRVezl9WrV9OiRQvc3NzSdN3NmzcZN24cU6dOfegA4b333uPMmTPMnz/f9kNzQkICPXv2JE+ePMybNy/TQhGr1cq0adNo1KgRzz77LOvXr0+2C448WHh4OD/88ANt2rShYsWKbN++nZEjR3LlyhVmz55Nu3btcHZ2TvN987q5MadrT9YNHMqgmrXwdHbGycEBNycnHE0O5HNzY3jd+mwd8iJfteuIm1Pax5DMk3kxpoiIiOQK48ePp2fPnnTt2pWFCxfy5ptvUq1aNSpVqsSNGzc4duwYERERybbqDQwMpEOHDrYfUBwcHOjXrx+//vorW7ZsoWXLlvcds3z58ly+fJm4uDi7ByN+fn7ZolsE1DGS0UJCQtizZw/Lly+3dynyP+mdRjN58mTatGlDnTp1Hmr8b775hmXLlrF9+3Y8PDyA26FIr169cHd3z9RQJDg4mOeee47Y2Fh27NhBxYoVM2WcR1FUVBQrVqxg4cKFbNu2jbZt2/LSSy+xYsUK2//HjFLCOy9jmjbnvSZPEWM2E5OYiJeLCx7Ozurqycb0kYKIiIg8lPr161OrVi1Kly6Nq6srr7/+OoZhULFiRSIjI3F1dWXGjBnJOkburC/yT3369MFsNrN48eIHjunk5ET58uU5ceKEXYORmJgYfv/9d/r162eX8f9NHSMZy8/Pj969e9t1C2b5m9lsZs2aNbYpeKkVEhLCt99++9C7NS1btoyPPvqIwMBAChUqBNxea+SZZ57B2dmZX3/9NV2dBg9iGAazZ8+mbt26tG7dmq1btyoUSYWYmBgWLFhA9+7dKVWqFL/99hv9+/cnJCSExYsX06tXrwwPRf7JZDLh5eJCUS8vPF1cFIpkc+oYERERkYc2btw4unTpQsmSJTlx4gT+/v5UqVKFkydPUrRoUb7++mueffZZSpQoQXR0NHv27LmrK6RevXq4ubmxaNEipk+f/sDOhzvTaewZjCxfvpxGjRpRtGhRu4z/b+oYyTiGYTBnzpxkiyyKfW3fvp3y5cvj6+ubpus++OADXnrpJUqVKpXusXfs2MGwYcNYvXo15cqVA/4ORUwmEwsWLMiUUCQ0NJRhw4Zx4cIFNmzYQI0aNTJ8jEdJXFwcgYGBLFiwgDVr1tCoUSP69u3L7NmzyZcvn73Lk2xMHymIiIjIQ3viiSeoV68elStXpnjx4owcORJfX19CQ0MpVKgQFStWZMuWLRQvXpz169fTqFEjPD09k93DZDLRv39/nJyc2L59+wPHzA7BSHaaRgPqGMlIu3btwmQy0aBBA3uXIv+Tnmk0Bw4cIDAwMNnOMWl14sQJevTowS+//MITTzwB3O5e6du3L1arlUWLFuHi4pLu+9/L4sWLqVWrFjVq1GD37t0KRe4hMTERf39/BgwYgK+vL99++y1t2rTh7NmzBAYGMnjwYIUi8kD6yikiIiIZYty4cQQFBXH8+HFKlCjBjBkzKFu2LM7OzvTt25e//vqLwoUL29YXSUlaptPcCUZ8fHyIjIwkLi4uo1/SfV25coU//viDrl27Zum496OOkYxzZ9FVtb9nHwEBAWkKRgzDYNSoUXz44Yd4e3una8zQ0FDatWvHJ598Ypv+Zzab6devn+3fqowORcLDw+nXrx/vv/8+K1asYNKkSZkSvORkFouFtWvX8txzz1GsWDEmT55Mw4YNOX78OOvXr+fFF1+kYMGC9i5TchAFIyIiIpIhatWqRZMmTahWrRqVK1fmk08+se2WULRoUZycnNiyZUuK64v88x7e3t4sWLAAq9V63/GqVKnCsWPHcHBwoFSpUgQHB2f4a7qfX3/9lW7dumXqHPW0UsdIxoiLi2Px4sXZqhsotzt9+jQRERFpWjx19erVhISE8OKLL6ZrzJs3b9KhQweGDh3K0KFDgds/kPfv35+4uDiWLFmCawZvt7pq1Spq1KhB0aJF2b9/P08++WSG3j8nS0pKYtOmTQwfPhxfX18+/PBDqlevzsGDB9myZQuvvPJKtpnWKDmP1hgRERGRDDN27FhatGjB6dOnGTBgAJs2bcLJyYnIyEgsFgszZ84kb968PPbYYylebzKZGDhwIDNmzGDXrl00atTonmNVrFiRc+fOkZiYSOnSpTl//jyVK1fOrJd2Fz8/Pz7//PMsGy811DGSMZYvX079+vVtiwWL/QUEBNCxY8dUB38Wi4VRo0YxefLkdK39YTab6d27N3Xr1uWDDz6w3XPAgAHcvHmTZcuWZWgocvPmTd58803WrVuHn58fLVq0yLB752RWq5WdO3eycOFClixZgo+PD3369OGPP/6gbNmy9i5PHiH6SEFEREQyTPXq1WnVqhXu7u40alCBHu2u8uGIKJrWmIffN0V565WCVK1c7L7TE1I7ncbV1ZXSpUtz6tQpypQpk6UdI3/99RfXrl3jqaeeyrIxU0MdIxnjzjQayT7Sur7ITz/9RJEiRejcuXOaxzIMgxdffBEnJ6f/Z++uw6q83weOvw+NoqKAgooxGxtzBoI1E7u7ZztnbdMZmzqnztlfG8VCUbFn4ywUxcROUEGx6Tjn+f3hjzOR8AAHMe7XdXltPvF5Poeh7NznDhYtWoRKpSIuLo5u3brx8uVLtm3bhpmZWarXTY63tzflypVDURQuXbr01QdFFEXB19eXUaNGUahQIQYMGICNjQ3e3t74+fkxduxYCYoIvVMpiqJk9iaEEEII8eW4d3ML1/1+wLmGGQYqA4yN/yuJiYoCUDC2aIBRjsGojEsnuUbRokUJDQ0lODg4xSBKq1at6Ny5Mzdv3iQsLIzp06fr+dUkbezYsQDMmDHjozxPV3369KFGjRr06dMns7fy2Xr48CHly5fn4cOHMqb3ExEaGkrevHl5/Pgx2bJl0+n64sWLs2vXLm2z1NSYMGEC+/bt48iRI2TNmhW1Wk337t0JCQlh+/btevu+iIyM5KeffmLz5s0sXbqUpk2b6mXdz1F8UMjDwwMPDw8MDQ3p2LEjHTp0oHTppH9OCKFP8pGCEEIIIfRGE7acgtkn08DJDFMTEgRFAMzMwMxMhSrmEMrzTmgiPJNcp1u3bsTGxuLr65vi8+L7jHzMyTRqtZp169Z9kv0nJGMk/dzd3WnXrp0ERT4hBw4coEaNGjoFRQBmzpxJ/fr10xQUWbJkCRs2bGDXrl3aoEjPnj158uSJXoMiZ86coWLFijx58oRLly59tUGRa9euMWnSJEqVKkXLli3RaDR4enpy48YNpkyZIkER8dHIT04hhBBC6IUmbBmEzQei+NB7cwMDBYiCN1PQRGxJdL5jx47ExsayadOmFNfJjJG93t7e2NjYUKZMmY/yvNSQHiPpoyiKlNF8gnbt2qVz4ODRo0csXLiQqVOnpvo5O3fuZNKkSfzzzz/kzp0btVpN7969efToETt27NBLUCQmJoYJEybQvHlzpkyZwoYNG7666Sm3b99m6tSplCtXjgYNGvDmzRtWr17N3bt3+eOPP6hYsaJMgxIfnQRGhBBCiK/Yn3/+ibW1NWZmZlhYWGBtbc3KlStT/cZQifFl8qTxTJ71MJU7iII3k1FibyQ4WqJECfLmzcu6detIqeo3MwIj7u7un2S2CEjGSHr5+PigUqlkEsgnRKPRaBuv6mLChAn079+fAgUKpOo5p0+fpnfv3mzfvp2iRYui0Wjo27cvAQEB7Ny5Uy/Tpy5fvky1atU4f/48Fy5coH379ule83Px4MEDZs6cSeXKlalVqxZBQUEsXLiQgIAA/vrrL6pVqybBEJGp5CenEEII8RUbM2YMz549o2PHjsyaNYtnz56l6Y21ErYQiEvjLmJQwpcnOtqjRw8iIiI4f/58sneWLFmSW7duYWNjw8uXL4mMjEzjHnQTERHB9u3b6dSpU4Y+J60kYyR94rNF5A3ap+Ps2bNYWVlRpEiRD1578eJF9uzZw7hx41L1jFu3btGyZUtWrVpF1apV0Wg09OvXj7t372pLatJDrVbzxx9/ULduXYYOHcrOnTuxs7NL15qfg8ePHzN37lxq1KhBpUqVuHXrFjNmzODhw4csWLCA2rVrSyBXfDLkO1EIIYQQ6aKogyDmbDpW0EDUPyiaNwmOduzYkbi4uBTLabJkyYKtrS0PHjzA3t6egICAdOzjw7y8vKhWrdon+6ZGMkbSLjIyks2bN3+y2UBfK12n0SiKwqhRo5gwYQI5cuTQef2nT5/SuHFjpkyZQrNmzdBoNAwYMIBbt26xe/fudAdFbt26Ra1atdi/fz9nz56ld+/eX3Tg7enTpyxevBhnZ2fKlCnD+fPn+fXXXwkKCmLp0qXUq1cPIyOjzN6mEInIT04hhBBCJBIbG0uXLl2wtLSkTZs22nKWtWvXUqhQIQoWLIibmxsASkTygYu1nm/4pso9Cle+h5vH28BH3dYPadc3iHzl7/LLtGfkK3+XqXNCWLrohwQlPD/++CO5cuXC3d2dlStXUrRoUfLly8eyZcu01/z22288fvyYqlWrYmRklOHlNJ9yGQ1Ixkh6eHl5UbVqVfLly5fZWxHv0DUwsm/fPgICAujfv7/Oa4eHh9OsWTM6d+5Mv3790Gg0DBw4kGvXrrFnzx4sLCzSvG+NRsOCBQv49ttv6dy5MwcPHqRgwYJpXu9T9uLFC1asWEGDBg0oXrw4x44dY+TIkQQFBeHm5kajRo0wNjbO7G0KkSIJ1wkhhBAikS1btrBhwwYWLVpE8eLFOX/+PFmyZGHs2LGcPHkSAwMDbXp06fzXgZhEa1y/FcNPU59xfIc9BgZQy/UhlcqZAlC1oikF8xtxwT+a/83Mzdylr1jvlotff1uDWq0mNjaWEydOMHz4cKZOncq0adM4e/YssbGxVKhQAVdXV4yNjZk6dSr9+/cnW7ZsrF+/PkMDI8HBwZw6dQpPz6Qn6XwKJGMk7dzc3OjVq1dmb0O849GjR9y/f58aNWqkeF1cXByjRo3izz//1PkNeFxcHO3bt6dMmTJMnjwZRVEYPHgwV65c4Z9//klXUCQgIIDevXsTFhbGyZMnKV68eJrX+lS9efOG7du3s3HjRo4fP07Dhg0ZMGAA27dv10s/FiE+NvnJKYQQQohEKlWqRKtWrciRIwclS5bkzZs3HDhwgObNm1OwYEHs7e1p3bo1+/fvB01Ykmsc/DeCZg2yUtDeGPt8xrRqbMGBoxEAVK5gRjYLA6r8/z81GshtHYeDgwPHjh3j8OHD1KlTh27duhEXF0dAQAAlS5akbNmyhIWFcePGDSwtLSlevDgXL17k+PHj9OjRI0MDIxs2bKBFixbpTq3PSGq1WjJG0uDhw4ecPXuWFi1aZPZWxDv27NnDd99998HSCzc3N6ysrHB1ddVpXUVRGDhwIBqNhiVLlgAwZMgQLly4wN69e3UeC5zUum5ublSqVIl69epx/PjxLyooEh4ejoeHB61atcLe3h5PT0+6dOnCw4cP2bx5M23btpWgiPhsScaIEEIIIRJ5t9FhcvXwKpXqbYmNgW5vIlQqiB8wE79kgqVVb8t2vLy8iIqKol27dhQoUABra2vevHlDcHAwAK9evcLMzAwDAwPOnDnD4sWLmT59Ordu3aJ27dqpfq26cnd3588//8yw9fVBo9FIxkgauLu7065dO72MYxX6s2vXrg9ObgkLC+PXX39lx44dOvfu+O233/Dz8+Po0aMYGRkxbNgwzp07x759+8iePXua9hocHMyAAQO4f/8+hw4doly5cmla51MTGRnJ3r178fDwYN++fXz77bd06NCBVatWYWlpmdnbE0Jv5CenEEIIIRJJ6s11/fr12bVrFwEBATx69IitW7fy3XffgVFJwCTR9fVqZ2H3wQgCHsbyKCiObXvCaOic9KeJao1CjKYgrVu3ZseOHRw+fFg7nrNr165ERETg7e3Nq1evqFChAjdu3ODmzZs4OTnRrl07wsLCeP36NXfu3NHr1yGev78/T58+xcXFJUPW1xfJGEm9+E/5UzuiWmSsyMhIjhw5QqNGjVK8bubMmdStW5fKlSvrtO7KlStxc3PTNlYdMWIEZ86cYd++falq2vquzZs3U6FCBcqUKYOvr+9nHxSJiYlh165ddOvWjbx587Jw4ULq1avH7du32bt3Lz179pSgiPjiSMaIEEIIIXRSqlQp/vjjD5ycnFAUhSlTplC2bFkUtQ1K+NLE1xc3YdrPVji3eoiiwKQxVpQtZZrk2iqViv+5PWTED3nJmzcvtra22pKVESNGMGfOHFq2bEmWLFn48ccfKV++PAB169bF0dGR6OhounTpwoEDBzLktbu7u9O5c+dPPuggzVdTz8fHB5VKRbVq1TJ7K+Id3t7elC9fHisrq2SvefToEQsWLMDPz0+nNffu3cvPP//M0aNHyZMnDyNHjuTkyZMcOHAgTUGRFy9eMGTIEM6dO8f27ds/6++huLg4Dh8+jIeHB15eXjg4ONChQwdmzpyJra1tZm9PiAynUuLbzAshhBBCpJHmRW+IOZ7Guw15FVWbUtW2c+3aNUaPHk3Dhg3p0KGD9oqKFSvy8uXLZHuINGzYkGHDhtG2bVtevnyp15IIjUZDwYIF2bNnD2XLltXbuhmhfv36jB07lgYNGmT2Vj4bAwYMoHDhwowbNy6ztyLeMWTIEOzt7Rk7dmyy1/Tp0wcbGxv++OOPD6539uxZGjduzI4dO6hevTqjRo3C29ubgwcPkjNnzlTvb8+ePfTv3582bdowffr0z7K3hlqt5tixY2zcuJGtW7dSuHBhOnbsSLt27cifP39mb0+Ij0oyRoQQQgiRbiqLQSgvzgJRqb5XrTEkZ75RuLi8IV++fFSuXJlFixYluKZPnz6MHj2aGzduUKJEiURrlCpViuvXr5M/f34CAgKSvCatvL29sbKy+uSDIiAZI6kVGRnJ5s2buXz5cmZvRbxDURR27drFrl27kr3m0qVL7Nq1i5s3b35wvbt37+Lq6sqyZcuoXr06Y8aM4ciRI2kKioSGhvLjjz+yf/9+3N3dP/nyuvdpNBp8fHzYuHEjnp6e2Nra0qFDB06fPk3hwoUze3tCZBrpMSKEEEKIdFOZVIZsPwCpy9SIUxszabYKjUERfv31V7Jly8aePXswNU1YctOuXTs0Gg0bN25Mch0HBweuXbtGoUKFePDgQVpfRpLc3d3p1q2bXtfMKDKuN3W8vLyoWrUq+fLly+ytiHf4+/sDULp06WSvGT16NBMmTPhgCUxISAiNGjVi/PjxtGjRgnHjxnHw4EEOHjxIrly5UrWvo0ePUq5cOTQaDZcuXfpsgiKKonD27FlGjRpFoUKF6N+/PzY2Nnh7e+Pn58fYsWMlKCK+evKTUwghhBB6YZC11/8HR8yAlKdDqNUQE2uAUc7fOXo6B25ubjg4OFCvXj0WLFiQ6Po8efJQpkwZVq9eneR6Dg4OXL16lUKFCul1ZG9ERAReXl507txZb2tmJMkYSR1puvpp2rVrF82aNUt2ysy+ffu4d+8eAwYMSHGdiIgImjdvTps2bRg4cCC//PIL+/btS3VQJDIykh9++IHOnTszf/58li9fnubpNR+LoihcvHiRn3/+maJFi9K5c2fMzc3Zs2cPV65cYcKECV/UKGEh0ksCI0IIIYTQG4OsPVHlcgfTerydVJMw8yMiUoOCCXFGDWjS5Q2+l/Py999/M378eN68ecOvv/7KnDlzCA0NTbR2v379ePz4cZKTZ+IDIwULFtRrYGT79u1UrVoVOzs7va2ZkSRjRHcPHz7k7NmztGjRIrO3It4THxhJilqtZtSoUfz5558YGxsnu0ZcXBydOnWiWLFiTJ06lQkTJrBr1y4OHjyYYkPX9505c4aKFSsSFBTEpUuXkt3Xp+LatWtMmjQJBwcHWrRogVqtZvPmzdy4cYPffvuNMmXKZPYWhfgkyU9OIYQQQuiVyqQ8BjkXobLxBothYNaa+0FFOHHOFrfNOTl4YSLmeRbSb+Bs+vbtS7ly5WjUqBG///47pUqVokGDBsyfPz/Rum3btkVRFNavX5/onJWVFaampuTIkUOvgZHPqYwGJGMkNdzd3WnXrp1eG/WK9Hv+/DmXLl3C2dk5yfNubm7kzJkzxYCWoigMHTqUiIgIVqxYweTJk9m+fTuHDh3C2tpap33ExMQwYcIEmjdvzuTJk9m4cWOqAiof0507d5g2bRrly5enfv36vH79Gjc3N+7du8eMGTNwdHRMNvtGCPGWTKURQgghRIbbvHkzHh4eVKxYkRcvXjB79mwURaF58+ZUq1aNvn37UrZsWXx8fIiLi8PJyYnbt28nSlevUqUKL168SDJrxNnZmZYtW7Jp0yZOnjyZ7j0/efKEEiVK8OjRI+3o4E9dlSpVWLhwIVWrVs3srXzSFEWhZMmSrF69murVq2f2dsQ71q1bx+bNm/Hy8kp0LiwsjBIlSrBt27YUv8enTZvGpk2b+Pfff5kzZw6bNm3iyJEj5M6dW6c9XL58me7du5MvXz6WLVv2SWaMBQQEsGnTJjZu3EhgYCDt2rWjQ4cO1KxZU7LGhEgD+VMjhBBCiAyXK1cuXrx4gYuLC4cPHwZApVKxaNEi5s6dy6tXrxg1ahSjRo2iZMmSNGzYMMmskQEDBvDw4cMkG6w6ODjw5s0bvWWMbNiwAVdX188mKAKSMaIrHx8fVCoV1apVy+ytiPfs2rWLpk2bJnlu9uzZ1KlTJ8WgyJo1a1i6dCl79uxh7ty5eHh4cPjwYZ2CImq1mj/++IO6desydOhQdu7c+UkFRR4/fszcuXOpUaMGjo6O3Lx5kxkzZvDo0SMWLFhA7dq1JSgiRBrJnxwhhBBCZLhcuXLx/PlzqlSpwp07d3j+/DkABQoUYPLkyfTr149hw4Zx6dIlDh48yIQJE/j77795/fp1gnXatGmDoiisW7cu0TMcHBx4+PAhz58/Jyoq9WOD3/e5ldGA9BjRVXzTVSkv+LTExsayb98+mjRpkuhcUFAQ8+bNY9q0acnev3//fkaPHs2ePXtYtWoV69ev5/Dhw+TJk+eDz7516xa1a9dm//79+Pr60rt370/i+yMkJITFixfj7OxMmTJlOH/+PBMmTCAoKIilS5dSr149jIyMMnubQnz25CenEEIIITJcfMaIsbExtWrVwtvbW3tu4MCBKIqCm5sbs2fPZsSIERQpUoRGjRolyhrJmTMnjo6OrFq1KtEzSpUqxfXr17G3tycgICBd+7169SrBwcHUrVs3Xet8bJIx8mGRkZFs3rz5swt6fQ1OnjxJ4cKFkxyfPGHCBPr27UuhQoWSvPf8+fN06dIFT09Ptm/fjru7O4cPH8bW1jbFZ2o0GhYsWMC3335Lx44dOXjwYLLP+FhevHjBihUraNiwIcWKFePYsWP88MMPPH78GDc3Nxo3bpxi41khROpJeFEIIYQQGc7KyooXL14AULduXQ4fPkybNm0AMDAwYNmyZTg5OeHn50fu3LlZunQpEyZMoGbNmgwdOpQcOXJo1/r+++/p378/Dx8+JH/+/NrjDg4OXLt2jfLly3P//v10jaJ0d3enc+fOn12QQTJGPszLy4uqVasm+eZbZK7kptFcunSJnTt3cuPGjSTvu3//Ps2aNWPx4sWcPHmSVatW4e3t/cEymICAAHr37k1YWBgnTpygRIkSenkdafHmzRu2b9+Oh4cHx44do0GDBvTr1w8vLy+yZMmSafsS4mshPzmFEEIIkeGyZs1KbGwsUVFR1K1blyNHjiQ47+DgwLBhwxg8eDBz5sxh0qRJWFtb07hxY+bNm5fg2tatWwOwdu3aBMdtbW2Ji4vD1tY2XX1GNBoN69at+ywzCiRj5MPiy2jEp2f37t1JBkbGjBnD+PHjsbS0THTuxYsXNG7cmDFjxnDv3j2WL1/OkSNHyJs3b7LPic9Qq1SpEnXr1uX48eOZEhQJDw/Hw8OD1q1bY29vz+bNm+nUqRMPHz7E09OTdu3aSVBEiI9EMkaEEEIIkeFUKhW5cuXi5cuXlC9fnuDgYIKCghJ8ojtu3DgcHR25du0abdq0YfLkyUyYMIEaNWowdOhQ7Zui7NmzU7lyZVauXMm4ceMSPMPBwQFTU9N0BUb+/fdfcubMSbly5dK8RmaRjJGUPXz4kLNnzyY58URkrjt37vDixQsqVaqU4Pi+ffu4e/cuAwYMSHRPZGQkrq6uNG3aFLVazZIlS/D29k4xGyg4OJgBAwZw//59Dh48SPny5fX+WlISFRXF3r172bhxI/v27aN69ep07NiRlStXJhn4EUJ8HPKTUwghhBAfRXwDVkNDQ5ydnRNljZiYmLB8+XJ++OEHRowYwfr164mNjaVJkybMnTs3wbWDBg3i3r17BAUFJTju4OCAWq1OV2Dkc2y6Gk8yRlLm7u5Ou3btMDc3z+ytiPfs3r2bJk2aJAjsqdVqRo8ezYwZMzAxMUlwvVqtpmvXrtjb25M3b14WLlzIkSNHEpTXvc/T05MKFSpQpkwZzpw589GCIjExMezatYtu3bphZ2fHggULqFevHrdv3+aff/6hZ8+eEhQRIpNJYEQIIYQQH0V8A1b4r8/I+6pXr06HDh2YNm0aP//8MyNHjmT8+PHMnz+fV69eaa9r1aoVKpUKd3f3BPeXKlWKsLCwNAdGIiMj2bp1K507d07T/ZlNMkaSF18+IWU0n6ak+ousXr2aHDly0LJlywTHFUXhhx9+4MWLF1SpUoUFCxZw5MgR7O3tk1z7xYsXdOnShV9++QUvLy+mTp2KqalpRr0UAOLi4jhw4AB9+vTBzs6OGTNmUK1aNa5du8ahQ4fo378/1tbWGboHIYTu5CenEEIIIT6Kdxuwuri4JBkYAfj99985evQoxYsX5/79+9y8eZNmzZrx999/a6/JmjUrVatWZeXKlQnudXBwIDg4OM2BkR07dlC5cuUU+xN8yiRjJHk+Pj6oVCqqVauW2VsR7wkNDeXUqVM0aNBAeyw8PJwJEyYwa9asRGNzZ82axZEjR2jcuDHz58/nyJEjFChQIMm19+7dS7ly5bC2tub8+fNUr149w16HWq3G29ubgQMHkjdvXsaPH0/p0qW5cOECx44dY8iQIR+ckiOEyBzSY0QIIYQQH8W7GSMODg6Eh4dz7949ChcunOA6CwsLlixZwvfff8+sWbMYOXIkXl5e1K5dmxEjRmhTzgcPHky3bt14+vQpuXPn1q4b36sgKioKMzOzVO3xcy6jAckYScmqVavo2bNnojfZIvMdPHiQb7/9lmzZsmmPzZ49Gycnp0SBrPXr1zN//nwGDBjAokWL8Pb2pmDBgonWDA0N5ccff2T//v2sWbMmw0ZvazQafHx88PDwYPPmzeTJk4cOHTrg4+PDN998kyHPFELon/zkFEIIIcRH8W5gRKVSJTmdJt53331H7dq1OXHiBEWKFGHv3r24uroyZ84c7TUtW7bEwMCANWvWaI/Z29sTFhZG3rx5CQgISNX+nj59yvHjx7VTbz5HkjGStIiICDw9PT/roNeXbNeuXTRt2lT7+6CgIObOncu0adMSXHf48GFGjBhBjx49WLp0KUeOHKFQoUKJ1jt69CjlypVDrVZz6dIlvQdFFEXh7NmzjB49mkKFCtGvXz+srKw4cuQI58+fZ9y4cRIUEeIzIxkjQgghxBdIibuLErEOYq+DEgaqrGBUHFWWLqiMi2XKnt4NjMB/fUZ69+6d5PV//fUXZcqUYd68eQwePFjbnHHEiBHkzJkTc3NzqlevzooVKxg1ahTwNuBSsmRJFEXhwYMHFC9eXOf9bdy4kWbNmmFhYZG+F5qJJGMkaV5eXlStWjXFaSUic2g0Gnbv3s3PP/+sPTZx4kR69+6dIJvs0qVLdOzYkW7durF69Wq8vb0TZZtFRkbyyy+/4OHhwZIlS5Ic/ZtWiqJw+fJlPDw88PDwQKVS0bFjR/bs2UOZMmX09hwhROaQn5xCCCHEF0SJ/hfN87Yoz1pAxAaI9YW4axB7FiI9UJ63QfOsFUrUoY++t/ipNPHiAyOKoiR5vbW1NXPmzOG3336jY8eOrFixghYtWiTIGhk2bBi3bt1KsK6DgwPm5uap7jPyuZfRgGSMJEearn66zp07R86cOSlSpAgAV65cYfv27QkCJYGBgTRt2pSWLVuyefNmDh8+nCgjw9fXF0dHRx49esSlS5f0FhS5du0akyZNwsHBAVdXV+Li4ti0aRM3b97kt99+k6CIEF8ICYwIIYQQXwBFUdCEzkN5OQRiLwHRQNx7V6mBKIjzR3k1Es2bGckGJTLC+xkj33zzDcbGxty8eTPZezp27EiBAgXInj07Xl5etG7dmoULF2rXad68OQYGBri5uWnvcXBwQKPRpCowcv36dR4+fEi9evVS/bo+JZIxklhgYCBnz56lRYsWmb0VkYT3p9GMHj2aX375hZw5cwLw6tUrGjduzLfffsvevXs5dOgQRYsW1V4fExPDhAkTaNasGZMmTcLDwwMrK6t07enOnTtMmzaN8uXLU79+fV6/fs2qVau4d+8eM2bMwNHRUXrVCPGFkZ+cQgghxBdACV8M4SuAKB3viITI9SihszNyWwm8O5UG/uszktx0mvhrFi9enKAZa8uWLbVZI6amptSoUYPly5dr73FwcCA0NDRVgRF3d3c6d+6MkdHnXWUsGSOJubu70759e8zNzTN7KyIJ7wZG9u/fz+3bt/n+++8BiI6OpmXLltjZ2XHixAkOHTpEsWL/lQJevnyZ6tWrc/78eS5cuECHDh3SvI+AgABmzZpFlSpVqFGjBo8ePWL+/PkEBgYyZ84cqlevLsEQIb5gEhgRQgghPqJJkyahUqkICQlBURQsLCzSneKvxJyDsCVAZCpvjIQId5To40meDgwMxNHRMV17e9f7GSPABwMjAAUKFGDSpEkcPHiQZ8+eUalSJRYtWqRda9iwYdy8eZOXL18CUKpUKZ4+fapzYESj0bB27drPvowGJGPkfYqiSBnNJ+zx48fcu3ePGjVqoFarGT16NDNmzMDExASNRkP37t0JDw/n6tWrHD58WNszSK1WM2PGDOrWrcvgwYPZuXMndnZ2qX5+UFAQ8+bNo2bNmjg6OnLjxg2mT5/Oo0ePWLhwIU5OTvLnSeiNRlE4HvCAdZcvsszPl/WXL3IqMADNR8zcFMn7vD8WEUIIIT5TV69epWDBgoSHh6d7LSVsCbpnirwvEiVsMSrTWonO2Nvb4+fnl+j4pEmTEvxTV0kFRlxcXPjhhx/QaDQpvgEZNGgQ69evx8XFhVmzZuHq6spff/3F77//TvPmzTEyMmLlypX8+OOPFC5cmFevXnHv3j2d9nXs2DGyZ89O+fLlU/V6PkWSMZLQqVOnMDAwSDTyVXwa9uzZQ8OGDTE2NmbVqlVky5aNVq1aAW9Lai5cuEBoaCiHDx+mRIkSANy6dYsePXpgamqKr69vklNpUhISEsKWLVvw8PDgwoULuLq6Mn78eOrXr4+xsbG+X6IQvIiMYJP/FVacP0dUXCxqjUKcosFIZYChgYqsJib0rViZdg5lyJHKEfNCfyQEKoQQQnxkRYoUwd/fH39/f23DwbRS1E8h5iSQjk+cYi+hxAWmax+6eL/5KkD+/PnJlSsXly9fTvFeAwMDli9fzoYNGyhevDg2NjYsXryY58+fY2xsTM2aNVmxYgUAhoaGlChRgmfPnhEdHf3BfcU3Xf0S0uQlYySh+GyRL+G/7ZcovowmPDycCRMmMHv2bFQqFX///TcbN27k9evXHDx4kJIlS6LRaFi4cCHffvstHTt25NChQzoHRV6+fMnKlStp2LAhxYoV4+jRo4wYMYKgoCBWr15N48aNJSgiMoTPw0DquC1n3plTPI+MIDw2lih1HHEaDVHqOMJjY3kaHs5fPieo7baMc0GPMnvLXy35ySmEEEJ8ZGXKlNEGRuInGixbtgx7e3tsbW2ZMWOG9tqePXuyePFievfunaC23tvbm0KFClGyZDl6j3jEdx3e/s+Uod0t7TVuHm/oNTwYgFt3Y3BuGUjecndp2+cxERGad64JZNaMwdjZ2XHjxg3t/ffv30/wxuPp06dYW1vz559/8ueff2Jtba0NRoSFhdGtWzfy5s1L5cqVk2yomi1bNqKjoxMFK3Qpp4G3vUOGDh1KTEwMK1asoFGjRsye/bZHyogRI7hx4wavX78GoHTp0lhaWhIQEJDimpGRkWzdupXOnTt/8PmfKiX2CprX49A8b4fvP7YYh/dA8/o3lLi7mb21TBUREYGnp+cXUSL1JYqKiuLw4cM0atSIv/76i1q1alGtWjU2b97Mb7/9RmxsLIcOHcLBwYGAgAC+++473N3dOXHiBMOGDftgAPDNmze4u7vTrFkzChUqxJ49e+jXrx+PHz9mw4YNtGjRAjP5dF5koGMB9+m9Y+vbYEjc+83QE4qKiyMsJoZu2zw58+jhR9qheJcERoQQQoiPrESJEly7dg1/f39KlSpFVFQUbm5unDp1itu3bzNr1ixCQ0O110+fPp2aNWty+vRp7bGxY8eyePFi/pruxJ17UezzyJfiM3sMfcJPw3Px6GJhslkYsNT9tfbcgaNh3Lt3Hz8/vwTTHt6XO3dunj17xpgxYxgzZgzPnj2jT58+APz222/Y29vz6NEjBg8ezOjRoxPdr1KpyJUrl7YXSDxdAyMA48aN4+nTp9SqVYvo6GiWLFnCs2fPaNKkCcbGxtomrKVKlSJLliwf7DOyc+dOHB0dyZ8/v07P/1QoioISuQtNSGOU550h0gtiL1K6pAkGcRcgcgPKsxZonrdLtofMl87Ly4uqVauSL1/KfzZExrvx/BnjDu6jybrVOLkto+HaVXRYt5riDeoTExvL33//zfTp0/n333/p27cvKpWKw4cP4+DggJubG5UqVcLFxYXjx49rS2qSEh4ezqZNm2jdujX29vZs3ryZTp068fDhQzw9PWnXrh1ZsmT5iK9cfK3uv3rJwN07PhgQeV9UXBx9dmzlUeibDNqZSI70GBFCCCE+MnNzcyIiIrh16xa1a9cmKCgId3d31q1bx7Fjx3j58iXPnz8nW7ZsADRp0kQbgIhnZmZGXFwcmtgI4tRJPyd+FG9omIYz56PoNfwJAHFxCqYm/5UWWGY3ZN4flTCyTn3zwngHDx7kwYMHrFy5EkVRkh2XGd9nxNbWVnvM2dmZ/v37ExcX98GpMCYmJixfvpwWLVqgUqlwcnJi9uzZ2uDRihUr+PHHH3FwcEBRlA8GRuLLaD4niqJGeTMJona8baCbpLi3v2IvorwchGIxCAOL7z/eJj8Bbm5u9O7dO7O38VXzvn+PWSePcffVS2LVatTvNplUFIydalB3/RpqDx1MWHg4rq6uGBoacuTIEWxsbGjZsiX37t3j4MGDyfYAioqKYu/evXh4ePDPP/9QvXp1OnTowIoVK7Qjf4WId/78ebp27crz58/p06cPU6dOzZDnLD57huhUBkXixajVrPQ7x4Q6Ltpj9+/f55tvviF79uxYWVkxZswYBgwYkOI6KpWKyMhIyYzSkWSMCCGEEJnA2tqaN2/eYGRkhEajoU6dOtjY2DB37txE2QvVq1dPdL+DgwM//fQTYyf68Oev1kk+43HQ24iJoiiYmap4fOkbHl/6hsDzhZn+y3/3VKloioGRZbpej6Io7N69m+DgYIKDgzly5EiS1yXVgDV37twUKFAgyUavSalevTqdOnWiSJEiBAQEaLNGRo4cyY0bNwgNDcXBwYGwsLAUAyMhISEcO3aM1q1b6/w6PwXKmykQmVJQ5H1RELYITdiKDN3XpyQwMJCzZ8/SokWLzN7KV2ux72kG7dnB1WchRMXFJQyKAKhUxKpUxBgbccM6J02XLEQxNODIkSPcuHGD8uXLU7p0aXx9fRMFRWJiYti9ezfdu3fHzs6O+fPn4+Liwq1bt/jnn3/o1auXBEVEInFxcbRt25YpU6bw4MEDDh48yP79+/X6DGdnZ/YeOMDOG9cTf8/rKFajwePqZaLiYhMcz507N69evWLNmjX88ssv7NmzRx9bFv9PAiNCCCFEJnBwcKBkyZIAbN26FXt7e3r06MGFCxcIDEy5EaparWbnzp2cOXOGaxcWUrPqf9kZ2SwMeBAYy5tQNas3vU3FzZ7NkNIlTLS/H/vbc36f8+Kd9cBr9x327dtHVNSHp9tYW1trJ76EhIQAUK9ePZYtW4ZarWbbtm00btw4yXuTasAKqSunAfj99995+PAhoaGhODo6MmvWLG0DxWXLllG0aFHevHnDnTt3kl1j48aNNG3aVJuZ8zFt2LCBQoUKkT9/fpYtW6Y9Ht+/JTlK1P63ZTMfGM38bn+Zt6IgbC4b1s5k6NCh6dv8Z8Dd3Z327dtjbm6e2Vv5Krld8GOBr4/OZQTRGg2GBQtSd9afzPjzT37++We8vLyYNm0apqamwNs3tQcOHKBv377Y2dkxffp0qlSpoh3lO2DAAGxsbDLyZYnP3IkTJzAzM6NNmzaYmprSqlUrDh06pPfnHA94gIEeGj7vuZW4VxdAzZo1GTJkCGvWrEn3M8R/JDAihBBCZIJSpUppAyP169dHpVJha2vL9u3bKVKkSJLNS+MZGhri6OhIwYIFyVd0BM4tb3Hp6tuGpj8Pz0nTLo/p9H0wHVpYaO9Zs8CWFWtfk6f0XW7fj2HCyFzacwaGBtx7XIHffvuN3Llz07RpUxYsWMCDBw+SfH6XLl24f/8+VlZW2hKfX3/9lcjISOzs7JgyZYq2Kev7ksoYgdQHRiwsLFiyZAmhoaH4+/uzdOlSnj9/Tu3atVmxYgXGxsbky5cvQTPZ92VWGU1wcDBjx47l7NmznDhxgp9++ong4LdBjPj+LclRwhbxoaBI8mLo0PQR8+fPT+P9nwdFUbTTaIR+TZo0CZVKRUhICIqiYGFhkejrfPP5M/48eYzIDwRFwvzO89xzm/b3KhNjLjwPIeybQly4cIHq1aujVqs5evQoAwcOxNramjZt2uDg4MCFCxc4fvw4Q4cOxc4u7SWA4uty+fJl7c9dgF69ejFgwADWrl1LoUKFKFiwIG5ubsDbBufOzs7aa3v27Imbm5u2Kflff/2FjY0N5cqVIzg4mG3btmFtbc2JEyeYNWw418b8RMyTpwDEPg3h8byFBIyfzJMVq9HExAAQdf8BD6fP5MFPv/Jk2So0sbHa4zenTKNrtW9p0aJFkh9YVKxYkevXrwNvR1g7OTlha2tLmzZtiIiISPHrcPfuXW2WateuXQkPD0/z1/RLIj1GhBBCiI9o0qRJiY6l9AYu/n/S3nX27FmyZs3K06dPURSFsT/UxG3jDf6aYsqYIbkYMyRXontKFDXh3x32iZ/dwZKe3RthkHMKP46ewsuXLzlw4AB79+5l6tSpZMuWjeHDh9O4cWPq1KmDubk5OXPm5OjRownWyZYtG+vWrfvg67eyskoyMOLk5ESXLl2Ijo7WfkL8IY0aNaJ+/fqcOXOGbNmyMWvWLH788UeaNm1KWFgYDg4O+Pj4JHnvjRs3CAwMpH79+jo9S59u3bpF9uzZsba2xtramgULFqBWJ9Mo5h1K7E1I16QZDUQfQtG8RGXw5ZYZnDp1CgMDA6pVq5bZW/liXb16lYIFCyb5hmrF+XPE6vD9bOFYEQvHigmOqUxMeF64IBcuXMDDw4PNmzeTJ08eOnTowKJFi1i6dCkjR47U2+sQXxZFUYiNjU3wKy4uTvvvt27dIjY2lvPnz2uP3blzh5EjRzJr1izUajWjRo3i6dOnvHr1iuDgYJYuXUpsbCxXr14lMjISf39/Hj58yKZNm+jVqxebN2+mXbt2lC1bllatWrFz504sGjdEU/G/8q+QtRuwbPwd5iWL82y9B6EnfMjh4sTrA4fIXrsm2WpU5+WuPcQEPsTsm8La4227dSXHcR/OnTuXqIm0hYUFYWFhAHTr1o3JkyfTsGFDevXqxZIlS/jhhx+S/Tp1796dLl260L9/f/r06cOUKVMSTMP7WklgRAghhPjMFCtWjLCwMOzs7FAUhaJF7Fk6wwZISz2zCap3mnLmzJmT9u3b0759ezQaDRcvXtQGSdq3b0+tWrVo3LgxjRs3TnGCTXKSyxixtLSkZMmSnD59GicnJ53XmzNnDqVKlSIoKIjbt28zcuRITExMWLp0KY6Ojuzfvz/JYIu7uzudOnX6YLPXjFCxYkVevXpFx44dmTZtGh07dtSeiw+cxf+zZ8+ePH/+nHPnztG1fRE8PK/R0DkLnVpnY/gvIWTPZsDte7EM6J6DSaOTbnj7LjePV/zr64rb2mPaY35+fvTt21c7EnXVqlWYmJhw5swZvv/+ex4/foyrqytLlixBpYf08IwWny3yOez1c1SkSBH8/f0JCwujSJEiCc6FxcSw82baeysAPH7xnF6/jqeLkzNHjhzRTqHx9vZOz7bFe9RqdYKgQVKBBH0cy4g1k3uORqPByMgIY2Nj7a93fx8aGkpMTAy9evXC2NiYiIgIwsPDMTMzw8PDAyMjIywtLVm/fj02Nja8evUKX19f7b2vX78mLCwMRVGoX78+WbNmpWjRohgaGlK6dGmMjY05duwYlpY5efr/X2dNVBTRAYE8W7cRAEWjRvX/P3dMvylM6KnToNGQ7dvqGNtYJzh+yyYPS34YSdGiRRP1ywoPD8fCwoLQ0FDOnDlDjx49gLclZyl9uBAaGoqfnx/Hjh1DpVIxfPhwunfvLoERJDAihBBCfHZy5MjBzp07ExxTog6jvBoBfLhHiPYezFDlmI7KuGSS5w0MDKhYsSIVK1bk559/5tWrV9pskunTp5M1a1ZtkMTZ2Vmnfg65cuXi8uXLSZ6LL6dJTWDE2tqauXPn8sMPP5AtWzZmz56tLaeZMGECpqamBAYGJgjiaDQa1q5dy7Zt21JYOeNYWFjg4+PD2LFjcXBwYNKkSYwbNy7Z6+3t7WnYsCHL/jeRravsaNc3iE6ts3HtVgwndtlTtJAxVb4LoFHdLFSv9KH/BrEoyn+f8sfGxtK2bVuWLFmCk5MTrVq1YvXq1fTo0YMuXbqwZcsWHBwcaNSoEV5eXrRq1UpPX4WMERERgaenZ7LfYyL9ypQpow2MlClThv379+Ps7Iy3tzf779ziyZZtKBYWWNZzIWTdRkwLFiA6IJCoO/ewn/Df93noaV+ibt/Bpst/gcHoBwE827QFw7BwHn5TlOLFi2fGS0xAUZRkgwgf802/vtdUFCVBACGpQEJKx1JzrampKRYWFhn+HENDwxQDop6ensyYMQNfX18AJk6cyLx58+jQoQP/+9//ABgxYgT58+encuXKTJo0SdsDqn79+nTs2BFnZ2d2797N77//DkB09Nsy1sGDBwOwfv16in9TGG80xP1/gFBlZESB3ye+/X6Ki9OW0ljWcyFLyRJE3rpD0ML/YdOpA+YlimFZz4XsDg5YRsdQr149Vq5cmSgIefnyZcqUKfO2ubqZmbYcMzo6+oOlNO9SqVTaCXZfOwmMCCGEEF8AlVldsJyL8voHUGKB2GSvVTAiOlrNzqOV6dC9qc7PsLS0pF27drRr1w5FUbTZJNOnT6dDhw7UrFlTGygpVqxYkmsklzECbwMjU6dOTbLcKCWdOnVi9erVnDp1iv/9738sW7aMzp07U6hQIeDtmMN3AyPHjx/HwsKCChUqpOo5+pQ/f37WrVvHsGHDaNy4MVWrVqVu3bpJXlulShVUKhUVymYnp6UKjebt8XKlTKlS4e0Yxsb1snL6XJQOgRH+//vjrevXr2NqakqDBg0A2LVrFwD+/v7cv3+fhg0bAm+ngFy9evWTD4x4eXlRtWrVRGnnQn9KlCiBr68vYWFhlCpViqxZs3LgwAGeP39OUFgoby5dwXZQf+31rw4cJmejBuRq0TzFdZW4OJ6uWU+e3t0plD8/J5esYNiwYZQrV05byhAYGMgff/zx0QMJBgYGqXqDnp43+FmyZPkozzE0NMzob5VPTsOGDRk4cCD79++nevXqbNq0iWnTpjF16lQCAgIwNDRk69at7N69m9jYWAIDA7U/644ePUrXrl2Btx8aJMfa2ppvMOSYgYro168wtLDA2DYPoWd8yVa1Ci+27wIDA6xauRK0cAmWDeuRw7k2MQ8fEh0QiHmJYgQtXIJNowbM/W0avzx/ia+vb4LAyJkzZ1iwYAEbNmwge/bslC5dWhvQHjNmDIaGhvz1119J7i9btmxUrFiRZcuW0bdvX+bNm0eTJk30+4X+TElgRAghhPhCqMxcwHg3Srg7RHq8PahE8LbERgWqLICCyqwNYUpjfhjninW+Q9SrVy/1z1KpqFChAhUqVOCnn37i1atXHDx4kL179zJjxgzMzc0TZJNkyZIFSH4qDUCtWrXw8/MjIiJCe72ue1m2bBmlS5fWloCYmJjg7e1NVFQUd+7cSdBLJL7pamaVWixatIjnz58zYcIEqlWrRqdOnfDz80s2MKLRaAgKCiIyMhYw0R5XElwDBgY6vh5VwjTrdz8tvHbtGk+ePMHa2pqiRYty7do14G0mRpyOE0Yyk5ubG717987sbXzRzM3NiYiI4NatW9SuXZugoCCaNm3Kzp07uWdkiIG5OcZW/5V1ZXEoSbZvP9zvJfZpCHEvXhC8eBnBioJhTAzGxsZERkZibGzMkydPiImJ4eXLl9o392ZmZh8lYJHSG2Hx+ciePTt79uyhX79+BAcH079/fwYOHEi2bNlwcnJCURSmTJlC2bJlURSFcuXKUa1aNUqWLKlzUHjcuHF06dKFe48eYlHPBct6Lth068yzDZt44bUL04L22HTrAoBlw3o837wVdWgYxnlyk7N5U+3x11u8KL92I6VKleKPP/4gOjqap0+fYmlpia2tLXPmzNE2h127di19+vRh1KhRVK1aNUG/L0tLS+2/ly5dmnPnzuHu7k7Pnj355Zdf+O6775g4caJ+vsCfOQmMCCGEEF8QlWE+VNnHoWQbCVEHUOLugvIaVDlQGRUEs4aoVGbkzvFfgODcuXPpnuxgaWlJ27Ztadu2LYqicOnSJW2Q5N1sEnt7+2QzRrJmzUrFihU5ceKENoNBVwUKFGDatGn8/PPPLF68mOrVq+Puvoba1a2IDj2IElUMDLIRrf6GLVu2cOnSpXS93vQoVqwY8+bNY+DAgZiYmHD8+HFat24NvK37f/r0KStWrODcuXPs3r2bDRs2kDNnTkoUhdi4/96gXboazWm/KIoVNmbvoXB6dcyuw9NNUBnk0P6uRIkSREdHc+DAAerWrcuUKVOoXr06gwYNIjw8HG9vb2rXrk2XLl1wcXFh2LBh+v5y6E1gYCBnz55l+/btmb2VL561tTX379/X9uhp06YNy5cvR2Wfj2yOFRJca1qooG6LKgrGNtbk/3kMFW3tcG/Wkri4OLJnf/t97e3tzaRJk6QXgkiXKlWqcOHChQTHunbtqs0GiadSqZItt3y338f7GY6VK1fmxo0b7Ltzi5H79hIZF4tJntzkHTEk0TrmxYqS/+fEU8hylSqFx6ixOBUslOC4Jj5d8D0lSpTg+PHjiY4nVyLzzTff8O+//yZ57msmgREhhBDiC6RSmYB5U1LKIahXrx4DBgygc+fOHDhwQG+NSFUqFeXLl6d8+fKMGzeO169fa7NJpk2bxosXLxgyZAiNGzfGxcUlQXZIfJ+R1AZG4G2N97JlywgOukmXVrE0rB1FzhyWKMollNejAQWDuGjcFxUgXx7da7D1rUGDBnTo0IGyZcuiVqupWrUqHh4ejB07losXL5IzZ04iIyNxdHSkcuXKuLq6Ym5ujveRfzA28tOuU6G0Kb/OeM6lq9EM6pWDyv9fVvNBhv+VmZiYmLB582b69evHo0ePaNKkCYMHD8bExIRNmzZpm69+9913fP/99yksmvnc3d1p3769Tr1uRPo4ODhgZvbf91vDhg3p168f2W5bYdWhTQqFfMkzzpMbTXQMsXfuUbFcxc8iGCdEchp+U5SmxYqz+9aND46ufpe5kRHtHcokCoqIjKdSpNuKEEII8dVSq9V899131KhRgylTpmT48169ekX+/PmZMGECe/fu5dy5c9SoUUNbdhMUFMTYsWM5ffp0mtYPvP0/chrOQlEga5ak0981GhUGBqZgWgeV5ey3QaQMFh4ezsWLF/Hz88PPz49z585x69YtihcvjqOjI5UqVcLR0ZFy5cqRNWvWZNfRvBgAMd54nwxnyqwXHN6aPxW7MIYs3TDInnyj18+VoiiUKFGCNWvWUL169czezhcr/tPxggULcufOHYoWLYq3tzdubm507dqV69evo/Ttwcv/by4Zsm4jZkWLkK1alURrJdV8Ner+A15s2oJFdAyNGzVixYoVmJi8/fMZnzEi02nE5yJOo2H0gX/Yf+eWTsERcyMjWpQoxe91G2AgU7U+OgmMCCGEEF+5J0+e4OjoyKpVq7TNNjNK/CSE+L4Br1+/5tChQ+zdu5e9e/dibGzMo0ePcHd3p1mzZikGCd6nCXeH0JnoPpnHDIxLoMq1Tq/BkTdv3nDhwgVtAMTPz4979+5RunRpHB0dtYGQMmXKJPjUXRdK7GWU513wPvki9YERVRZU1ntQGeZN5Sv69J08eZLevXtz7do1GdObCWJiYhg5ciRHjx7lZeGCZKnnQlwa/zNUz5ef9W066HeDQmQSRVHY6H+ZBWd8eB0dRWRsbIL+UCrA3NiYXGbmDK9Wg9alHOTvsEwigREhhBBC4O3tTadOnTh37hx582bsG2cbGxuuXLlCnjx5EhxXFIUrV67QunVrzMzMuH//Pt9++602m6REiRLJ/g+jEnUE5dVwUjOu+C0zMHXCIOeCNL2Wly9fcv78eW0AxM/Pj4cPH1KuXLkEmSAODg7aT77TSxOxDd5MJHWv1QxVziWoTL/Vyx4+Nf379+ebb75JceyxyBiXLl3CycmJ8PBwJkyYQL+hQ2m6eT2vIiMhlW/wzIyMWNOyLZXzylQh8WVRFIXTjx6y8vw57rx8QURsLFmNjSlmZUXvipWobJdPAiKZTAIjQgghhADg999/Z//+/Rw+fFhv/UaSUqJECby8vChVqlSS56dNm4a3tzdHjx7F1NSUmJgYYmNjyZEjBx07dqRx48bUrVtXm02iKArKs3qgfpiqfZw4E8nMRS/xcvsGldUmVMYlU7w+JCREG/yIzwYJCQmhQoUK2gCIo6MjJUuWzNCvH4Amche8/hlQk9JoZjABlTEqy/+hMv3wZJDPUUREBPnz5+fy5csypvcjunTpElOmTOHEiROMHj2a77//XtsvaOzMP/EgDgMTE52DI2ZGRvzq5ELHMuUycttCCJEkCYwIIYQQAnjb8b5x48ZUqlSJadOmZdhzatSowcyZM6lZs2aS5318fGjXrh01a9Zk48aNwNvgh7+/v7bkxtfXl+rVq9O4cWNaNytIgey/AUk3VP2myj0Ob81PIXvjZHZkCOYtMMjxh/ZIUFBQggCIn58fb9680QY/4rNBihYtiqGhYXq+HGmmxAWghK8m6tU6DAwMMTFWAxoUxQCVgfnb15WlK6osnVEZ5s6UPX4M69evZ82aNfzzzz+ZvZWvwsWLF5kyZQonT55MFBABmD59OlOmTKFZj+7cdSxHVFxciv0VjA0MMTRQMb1eQ1qUSDpYKoQQGU2m0gghhBACAAMDA9zd3XF0dKR27do0btw4Q56TK1euZEf2wttxh8+ePSM6Olp7TKVSUaZMGcqUKcPo0aMJDQ3V9ia5nm8h+WsbYGCQ1jRkNerwHUyfp+LU6cv4+fkRHR2tzQLp0qULs2fPpnDhwhgYJN3QNTOojAqgsfiZUmUXcOb4NHJbRLNi+VyaNu+Ebb4aYOqMSpVcMOjL4ebmRu/evTN7G1+8dwMiY8aMwd3dPUFABGDKlCnMmDGDZs2a4bFoMeGxsWy9fpVlfr68iopCrdEQq9ZgZGiAiaEhigKdypSjR/mK5Muuy7hpIYTIGJ/OT3chhBBCZLrcuXOzfv16evXqxcOHqStN0dWHAiNGRkYUL16cp0+fJjo3ZcoU7OzsKFWqFKGhoSxZsgQTY0Pqt33EqEkhWJW8g3PLQCIjNcxf/orcDncIfBxH5YYB5Ha4Q3iERruW98kI6rZ++xqjojTYWr/gzJkz/PDDD+TMmZOLFy/SqFEj2rVrh4WFBa6urtjZ2VGvXr0k95YZfHx8sMxpS54CfVBZDGLh6iwEvW6OyqzBVxEUCQwM5OzZs7Ro0SKzt/LFunjxIm3atKFRo0bUqlWLO3fu8MMPPyQIiiiKwq+//sqsWbOoU6cOGzZswMDAgGympvQoX5FjPfux0rU1P9Wqww/f1mRMjdrMbNCIs/0G8nPtOhIUEUJkOgmMCCGEECIBJycnhg8fTseOHYmNTal/RdrkypWL58+fp3hNqVKlOH36NLa2ttja2vLrr78SEBCAt7c3N2/exMfHh9GjR///1dH4+EVhn9eIxxcL8+qNhr2HIxja15KnV4tgn9eIs/sL8PRqkWRH+GbNmoXevdqQJUsW/vnnHy5cuMCIESP466+/ABg2bBjNmzcnKCiIWrVqMXXqVH1+SdLMy8uLli1ban9vamqaINPmS+fu7k779u0xNzfP7K18cS5cuEDr1q1TDIjA26DITz/9xIIFC3B0dGTbtm2JeuyoVCqq5stP9/IVGVylGr0rVuK7IsUwzeBePEIIoSv520gIIYQQiYwdO5Zjx44xfvx4ZsyYode1P5QxAuDg4ECWLFkIDg5OcHzu3LnMmTMHb29vnjx58v9HDbCxMmRYP0tUKhUVypjyJkyTeNEPepthMW7cOCwsLKhevTr79u0D4ODBg3h7ezNx4kTUajWVKlVKw/r6pSgKXl5eeHh4aI/FN6v9GiiKgpubG2vWrMnsrXxRLly4wJQpU/Dx8WHMmDGsXbs2UTAknqIojBw5knXr1lGsWDF2796NqanpR96xEEKkn2SMCCGEECIRAwMD1qxZw4YNG9i1a5de17aysvpgYCR//vxER0fz6NEj7bHjx4/TunVrihUrhru7+38Xq7JQ2N5IO+owbRMPFTC0AqBIkSL/v85/CymKwqVLlwgODiYoKIi1a9em5SF6de3aNaKjo6lYsaL2mImJyVeTMXLq1CkMDAyoVu3LnLbzsV24cIFWrVrRpEkTnJycuH37NiNGjEg2KKLRaBg6dCibNm0iT5487Nu3TzspSgghPjcSGBFCCCFEkqytrdmwYQN9+vQhICBAb+vqkjFiYGBA7ty5OXLkiPaYj48Pjo6OdOjQAU9Pz/8uNq2dYlNU61yG3AuIRaNReP5CnfRFKjMwKqN99vvq1avHkiVLAJg3bx79+/dPcf8fg5eXFy1atEgQwPmaMkbc3Nzo2bNngtcvUu/dgIizszN37txJMSACb4Mi33//Pbt37yZLliwcOnQIS0vLj7dpIYTQMwmMCCGEECJZNWvW5Mcff6RDhw566zeiS2AE3jaCPXz4sPb3bdu25erVq+TNm5f79+9jYWHBzZs3UZnWT3GdSWOs6D38CTYOd9l/NKmRvmaQpScqVfL/WzR//nx8fHywsbFh69atzJkz54P7z2jbt29P0F8Evp6MkYiICDw9PenWrVtmb+Wzdf78+UQBkeHDh3+wX4taraZ37954e3uj0Wg4cuQIuXN/ueOghRBfB5WiKEpmb0IIIYQQny6NRoOrqyslS5Zk1qxZ6V7P19eXgQMHcvbs2RSvu3btGo0aNeL+/fsfzArQvOgBMaeB1PcWiYszxMj2OAZGVqm+N7M8fvyYMmXK8OTJE4yN/5s+06lTJ5o3b07nzp0zcXcZb/369axZs4Z//vkns7fy2Tl//jyTJ0/mzJkzjB07lv79++vcvDYuLo4ePXpw6dIlnj17xrFjxyhatGgG71gIITKeZIwIIYQQIkUGBgasXr2azZs3s2PHjnSvp8tUGoCSJUsSExPDvXv3PnitKsd0UGVL9V40iikzFpnSzLXbJzOCVxc7duygSZMmCYIi8DZj5GsopXFzc6NXr16ZvY3Pyvnz52nZsiXNmjWjbt26OmeIxIuNjaVTp07cuHGDJ0+esH//fgmKCCG+GBIYEUIIIcQHWVlZ4eHhQb9+/bh//36619KllEalUlG3bt0E5TTJXmuYF1Uud1DlQPf/vTHDINtwxk32pXz58lSsWJGDBw/qeG/men9Mb7yvYVxvYGAg586do0WLFpm9lc/C+wGR27dvM2zYsFSNOI6OjqZt27YEBQXx4MEDdu7cSdmyZTNw10II8XFJYEQIIYQQOqlevTpjx46lQ4cO6cpKyJ49O+Hh4Tr1LKlbt26CBqwpURmXRGXtBSZVABMUxSjRNYoC4REKikEeyDELA4u+GBsbM336dFavXk2PHj346aef9NZPJSO8efOGkydP8t133yU69zVkjLi7u9O+fXvMzMwyeyufND8/P1q0aEGzZs2oV69emgIiAJGRkbRq1YqwsDBu3LjBpk2bZBKQEOKLI4ERIYQQQujshx9+wNbWlrFjx6Z5DQMDAywtLXn16tUHr43PGNG1JZrKMB8GudxRWf/D9YAqvHpjQEwsqNUKGsUclWktfvkzJztO/ICBecME99avX58LFy5w6dIlateurVMJT2bYu3cvtWvXJlu2xKVDX3rGiKIo2mk0ImnxAZHmzZtTv3597ty5w9ChQ1MdEIG3TW5dXV0BuHLlCitXrsTFxUXfWxZCiEwngREhhBBC6EylUuHm5oaXlxfbtm1L8zq6TqYpXLgwZmZmXL9+PVXrq4zys3B1VibMrUejbnkpVUfhXpgnBrlWUt1pBIsWLU7yPhsbG3bu3EmHDh2oWrUqGzduTNVzP4bt27cnW0bypY/rPXXqFIaGhlStWjWzt/LJOXfuHK6urokCImnNrAkLC6Np06Zky5aNixcv8vfff9O8eXM971oIIT4NEhgRQgghRKrkzJkTDw8PBgwYwN27d9O0hq4NWAFcXFx06jPyvuPHj5MnTx7s7OzIli0bYWFhALRp04bLly9z48aNJO8zMDDghx9+4J9//mHChAn06dOH8PDwVD8/I8TExLB3717tp/jv+9LH9cZni3xoStGnTFEUzj5+xIBdXlRauohSC+dSdvE8aq9axrzTp3gWkdRI6eTFB0RatGhBw4YN0x0QgbflWo0aNcLOzo7z588zceJEOnXqlOb1hBDiUyeBESGEEEKkWtWqVfnll19o3759mt6I69qAFdC5Aeu7Xr16xb179zAzM8PW1hYLCwtCQ0OBt1kVffr0YfHipLNG4lWqVAk/Pz/i4uKoVKkSFy5cSNUeMsLRo0cpWbIktra2SZ7/kjNGIiIi8PT0pGvXrpm9lTQ7dO8OzqtX0HP7Fg7evcPLqEii1XGEx8byKPQNi8+eptaqpQzY5UVIRMrBuPcDIrdv32bIkCHp7r3y8uVLGjRoQPHixfHz82PQoEH0798/XWsKIcSnTgIjQgghhEiTYcOGUbBgQUaNGpXqe3UtpYG3GSPe3t5oNBqd1z916hRVqlTh6dOn2NnZYWFhoc0YAejfvz/u7u4fzATJli0bq1evZvz48TRo0ID58+fr3O8kIyQ3jSbel5wx4uXlRbVq1ciXL19mbyVNVpw/x9C9uwh885qI2FiS+i6KVquJUas5cv8eTdev4d6rl4muOXv2LM2bN9d7QATg+fPn1KtXj8qVK3PhwgXatGnD6NGj072uEEJ86iQwIoQQQog0UalUrFixgj179rB58+ZU3ZuawEi+fPmwsbHh4sWLOq9//PhxatWqRVBQUKJSGoCCBQtSq1YtNmzYoNN6Xbt25dSpU6xZs4aWLVvqXAakT4qipNhfBL7sjJHPuenqlqv+zD51nKi4OJ2uj9NoeB4RQUfPjdrMkfiASMuWLWnUqJFeAyIAT58+xcXFBRcXFy5evEjNmjX5/fff9bK2EEJ86iQwIoQQQog0s7S0xMPDg8GDB3P79m2d70tNYARSX04THxgJDg5OVEoTb/DgwSxcuFDnDJCiRYty4sQJihcvToUKFfD29tZ5P/pw7tw5LCwsKFmyZLLXfKkZI4GBgZw7dy7FoFBSJk2ahEqlIiQkBEVRsLCw0AZXkgu06BqAcXNzw9TUFGtra/Lly8e0adOSvO55RATjjxzQOSgSTwFeRkXhOnoUhQoVShAQGTx4cKoDIoGBgTg6OiZ5LigoCGdnZ1xdXfH396dIkSLMnTv3s+7lIoQQqSGBESGEEEKkS+XKlfn1119p3749UVFROt2Tmuar8DYwcuTIEZ2ujYmJ4dy5c1SvXl2bMfJ+KQ28Hc8bFhaGj4+PzvswMTFh5syZLFu2jE6dOjFhwgTiUvmGN628vLw+GBj4Usf1uru70759+zRnR1y9epUHDx7ovYluq1atePbsGf7+/ixbtozLly8numbjlUuo+HCA4d7wxCVpcRoNwUUKMXj0aJ0DIs7OzkkG7ezt7fHz80t0/NGjRzg7O9OpUydu3LhBlixZWLFiBQYG8jZBCPH1kL/xhBBCCJFugwcPpmjRoowcOVKn61ObMeLs7MyxY8eIjY394LV+fn4UK1aM7NmzJ1tKA2+nzwwcOJBFixbpvI94jRo14vz585w+fRpnZ2cePHiQ6jVSa/v27Sn2F4G3gZsvrZRGUZR0ldEUKVIEf39/bSZERrC0tKR8+fJcvXo1wXG1RsOqC35EqdMePDMzNcW8iqPeSmbe9eDBA+rUqUPfvn25d+8er1+/ZsOGDRgZGen9WUII8SmTwIgQQggh0k2lUrFs2TL279+Ph4fHB69PzVQaAGtrawoXLsy5c+c+eG18GU1UVBQRERHkypUryVIagF69erFr1y6ePn2q817i2dra8s8//+Dq6kqVKlXYsmVLqtfQ1Z07dwgJCaFatWopXvclZoycOnUKQ0NDqlatmqb7y5Qpow2MlClTJk1r7NmzBwcHB+zs7Jg0aVKi80FBQZw5c4ayZcsCMGXKFOzs7MibPx/BJ08BEHral8d/L+DRn38RMH4yb06+zVR67rWTBz//CsCDn3/l4dQZCdZ+dtKH30b+mODYzp07KVKkCFZWVvTr1w9FUdi2bRvW1tacOHGCFi1aYG1tzfXr17X33L9/n0KFCml/f/fuXUqUKEH58uWZMWMG7u7udOrUCVNTU8LCwujWrRt58+alcuXK3Lx5M01fNyGE+FxIYEQIIYQQepEjRw42b97MkCFDPvhGKrUZI/B2Oo0ufUZOnDhBzZo1CQ4OJk+ePKhUqiRLaQBy5sxJ69atWblyZar2Es/AwIAxY8awc+dOxowZw/fff09kZGSa1krJ9u3bcXV1/WB5w5fYfDU+WySt/S5KlCjBtWvX8Pf3p1SpUqm+PyQkhKFDh7Jv3z7u3LnDpk2bOH/+PPD2v4utrS358+fnu+++w8HBgYCAALy9vbl58yazPDbxZNt27VoxQcHk7tOTvCOH8XLXHuJevsKqZXMKTpsCQMFpU8j/y9hEe4hRqxP8/pdffmHBggUEBQWhVqu5c+eOtqynZs2abN++nWfPniXbj+bmzZs4OztToEABjh8/jq2tLYsXL2bOnDkA/Pbbb9jb2/Po0SMGDx4sk2mEEF88CYwIIYQQQm8qVqzIlClTaN++fYoBgrQERnRpwKooCidOnEgwkQZIspQm3qBBg/jf//6H+r03n6lRrVo1/Pz8ePPmDVWqVOHKlStpXispHxrTG+9La74aERGBp6cnXbt2TfMa5ubmREREcOvWrTSV0vj4+PDo0SOqVKnCN998Q1BQEP7+/gC0aNGC4OBggoKCuHDhAuvWraNAgQLMnTuXOXPmMHP0aOLe/JepZF68KMZWuTDKlRPTggWJDnyo0x407zUIrl27NrNmzWL16tX89ttvFC1aVOfXc/XqVVxcXJg0aZJ2BPbhw4epV68eb968AeDgwYMsXboUOzs7xo0bx61bt3ReXwghPkcSGBFCCCGEXn3//feULFmSESNGJHtNWgIjTk5O+Pj4pNjg9datW2TJkoX8+fNrJ9IAyZbSAFSqVIk8efKwZ8+eVO3nfTly5GDdunWMGjUKFxcX/ve//+k88SYlISEhXLp0ibp1637w2i8tY8TLy4tq1aqRL1++dK1jbW3Nmzdv0tQ7Q1EUXFxcCA4OJjg4mICAAFq1apXgmty5c9OgQQNOnjzJ8ePHad26NcWKFePXv+e8t1iChUHHLBij9zKFFi5cyNSpU3n27BmVK1fm2rVrOq0TGxtL/fr1mTFjBhqNhocPHzJ37lxy586dICNHURR2796tfc26Nj4WQojPlQRGhBBCCKFXKpWKpUuXcuTIEdavX5/kNTly5CA0NDRVE11y5MhB6dKlU5wic/z4cWrWrAmQIGMkuVKaeIMHD05TE9b3qVQqevbsyfHjx1myZAlt27ZNdQDofbt27aJBgwY6Nd/80jJG0tN09V0ODg4pjjlOSfXq1fHz8+Pq1atERUVRr149Dh06lOCaV69ecfjwYUqUKIGPjw+Ojo506NCBW8ePJ7gu8uYtYp89J/b5C6IDAjC1z689Z5A1C7HPn6Oo1agj/su2UgHW5lkSrFOiRAmsrKwYO3YsJUuW5OLFi9pz1tbW3Lt3D3gbVIvn7+9PcHAwc+bMwcTEhIkTJ1K+fHlt8PBd9erVY9myZajVarZt20bjxo1T/4UTQojPiARGhBBCCKF32bNnZ/PmzQwfPjxBA8h4hoaG5MiRg1evXqVq3Q+V08Q3XgUSldIklzEC0L59e86ePcudO3dStZ/kxL9Btre3p2LFihx/7w1yamzfvv2DY3rjfUkZI4GBgZw7d07n156SUqVKpTkwkjt3blasWEHLli0pWLAgtWvXxtXVFUDb8LRYsWKUKVOGAQMG0LZtW65evUrevHl5+ugxxuZmxIU8A8C0YAFC1qwlaM58cjVvipFlDu1zcrk2I+jvhQSMn0xsUJD2uLGhIcWtrRPs6bfffqNBgwbY2NhgYWFBs2bNtOfGjRvHH3/8Qc6cOVm1ahUAZ86coUePHlhZWZEtWzaGDh3K3r17MTc3T/I1//rrr0RGRmJnZ8eUKVNYsWJFmr52QgjxuVAp+sjxFEIIIYRIwrJly5g3bx6nT58mS5aEn3oXK1aM3bt3U7x4cZ3XO3DgAFOmTOHYsWNJni9RogSbN2+mXLly9OvXj8qVKzNgwAAuXrxIt27duHTpUrJrjxkzBo1Gw6xZs3Tejy527dpF3759GTRoEL/88guGhoY63xsREYGtrS0PHjwgZ86cH7ze39+fdu3aJRob+zmaNm0agYGBLF68OLO3ki5+QY/pts2TpydOEnX7DjZdOqbq/gLZc3CkR580N589efIkLVu2ZOXKlWTLlo127dqxY8cOqlevnqb1hBDiSyQZI0IIIYTIMH379qVcuXIMHTo00bm09BmpWbMm58+fJzw8PNG5p0+f8uTJE0qXLg2krpQG3vZGWb16td6nyjRr1oxz585x5MgR6tWrx8OHujXcBNi/fz9VqlTRKSgCX864XkVR9FZGk9kq2tpR0dYuUZ8QXRirVEyo45LmoMjRo0dp2bIl7u7u2Nra0q5dOzZu3ChBESGEeI8ERoQQQgiRYVQqFUuWLOHEiROsWbMmwbm0BEayZMlCpUqVkixNOXHiBDVq1NBmZKSmlAbgm2++oWrVqnh4eKRqT7rIly8fBw8epEGDBlSuXJkdO3bodN/27dt1mkYTz8TE5IsopTl16hSGhoZUrVo1s7eSbiqViiXNWlCmQT1sOrTV+T4TAwPC9x8i6MSpZK+JiovlWshTTj8M5HzQYx79/1QZeDtZpm3btmzcuJH8+fPTrFkzli9frlMTXyGE+NqkvjW3EEIIIUQqWFhYsHnzZurWrUvlypVxcHAA3gZGnj9/nur1XFxcOHz4MN99912C4ydOnNA2XgUSTaX5UMYIvB3dO2nSpAzJVDA0NOSXX37BxcWFzp07c+DAAWbOnJlsU9W4uDh27drFpEmTdH7Gl5IxEp8tktZMiU+NuZERxlt2YP1tFcLNzIlWxyUawRvPzNAIBYXf6zagVN3vaNSoES9evGDYsGHaa+6+fIHbBT+2XLuKoUqlHW4To9ZQyNKSb41NWTD8B7Zu3Uq+fPlwcnJi9uzZ2t4oQgghEpKMESGEEEJkuLJlyzJjxgzatWunLYOxsrJK08SW5Bqwvtt4Va1WExISQp48eQAwNzcnJibmg1NwGjVqxPPnz/H19U31vnRVo0YNzp8/T3BwMNWqVUt21OrJkyext7enYMGCOq/9JTRfjYiIwNPTk65du2b2VvRm4sSJRLx+zfGRY1jbqi0NvymKqaEh2UxMyGpsgsX//zOXuTmDq1bjeK/+tClVGgcHB44dO8aCBQuYOHEiUXGxDNm7k6br1+Dhf5nIuFjCYmMIjXn7K1odx43nz1j14C65x4/lpUVW6tevz/jx4+nSpUtmfxmEEOKTJc1XhRBCCPFRKIqizQJwc3Nj0qRJKIrC5MmTU7VOdHQ01tbWBAQEaHtvREREYGNjQ0hICFmyZOHJkyeUKVMmwbjSHDly8ODBAywtLVNc/88//+TatWvaiR4ZRVEUli9fzs8//8wff/xB7969E2RIjBw5khw5cjBx4kSd14yIiMDKykrvfVI+pvXr1+Pu7s7evXszeyt6sWXLFkaOHImvry+5c+fWHn8RGcHlJ094ExONsYEhNlmzUCGPHYZJ9CJ5+vQpDZs0xqBda6KyWRCl65jr2DgaalT8b/QYfb0cIYT4IknGiBBCCCE+CpVKxaJFizhz5gyrVq1KU48ReJsV8e233/Lvv/9qj/n6+lK2bFnt5Jt3y2ji6VpO07t3b7y8vNJU5pMaKpWKfv36cfToUf7++286derE69evgbdBk9T2F4EvI2PkS2m6CnDlyhW+//57tm7dmiAoApDLPAt1ChWmefGSNCpajEp2+ZIMigDY2NhQ8edxvDY20j0oAmBsxLGsplwIDvrwtUII8RWTwIgQQgghPpqsWbOyefNmxowZQ3h4eJoCI5C4nObdMhpI2Hg1nq6BEWtra1xdXTM8YySeg4MDZ86cwcrKiooVK+Lj48OVK1fQaDSUK1cuVWvFN579UMnQpyowMJBz587RokWLzN5KqkyaNAmVSkVISAiKomBhYUHnzp1p2bIlc+bMoVKlSh9cw83NDZVKpS3jKl26NM7OzgBcfBLMmeDHKEa6tweMff6CwMlTiYyLY/LRxKVn7wsMDMTR0VHn9YUQ4ksigREhhBBCfFSlS5dm1qxZLFq0KEGpS2rUrVuXI0eOaH//fuPVpAIjukymiTdo0CAWL16MRqNJ0/5Sy9zcnIULFzJ79mxatGjBjz/+iKura5qaj37OWSPu7u60b98+2Ya0n7qrV6/y4MEDwsPDOXr0KC1atEh1r5SrV68SGxvLrVu3tMeW+fkSrVaneV/Xnz3jzouUM6Ds7e3x8/NL8zOEEOJzJoERIYQQQnx0PXr0oEKFCvj5+ZGWdmeOjo4EBATw9OlT1Go1J0+eTHYiTTxdM0YAqlatiqWlJfv370/13tKjVatW+Pr6curUKY4fP05QUOpLIExMTD7LyTSKonzWZTRFihTB398ff39/LC0tURSFGTNmpGmNmzdvUqBAAeBtL5LD9+4mO8VGF2qNmpUXJOghhBDJkcCIEEIIITLF1KlTCQ0NZcWKFam+18jICCcnJ7y9vfH39ydPnjwJejgklzGia2BEpVIxePBgFi5cmOq9pZdKpcLU1JSmTZvi6OiY6iakn+vI3lOnTmFoaEjVqlUzeytpUqZMGfz9/Vm/fj0xMTE4OTnRqlUr8ubNy9ixYylYsCD9+/cHYM+ePTg4OGBnZ5dgHHP8Gv7+/pQpUwaAc48fE3nlKoG/TefBL5N47rlNe33M4yAeTvuTgIm/E7JxMw//mJXk3uIUBe/797h79y516tTBxsaGrl27aidEAdy/f59ChQoluM/b2xtnZ2fc3d0pXLiwNlD45MkTmjVrhp2dHfXq1ePp06f6+BIKIUSmkcCIEEIIITJFvnz5MDc356effuLSpUupvj++z8j7ZTSQfI8RXUtpADp27MipU6e4f/9+qveWHjt27KBp06ZMmTIFDw8PBgwYwMiRI3UOdpiYmHyWpTTx2SJpKR/6FJQoUQJfX1+2bNlCx44dMTMzw97enp9++om9e/fi5eXFwYMHCQkJYejQoezbt487d+6wadMmzp8/D4ClpSUvXrzA39+fUqVKAfA6Oornx46Tu2c3CkyZQOSt28QEBwPwav9BsjvVwnZgPyKvXSf/uFHJ7i88Jobu3bvTsWNHgoODMTIyYsqUKR98XdevX2fnzp14e3vj4uICwLBhw2jevDlBQUHUqlWLqVOnpvfLJ4QQmUoCI0IIIYTIFJaWloSFhTF79mzatWuXqqAFgIuLC4cPH07UeBXSX0oDkCVLFrp3786SJUtSta/08vLy0jYfdXJy4vz589y9e5caNWpw8+bND97/OWaMRERE4Onpmep+HJ8SRVG4dOkSBQoU4NtvvwWgSpUqZMuWjYoVK5IzZ040Gg0+Pj48evSIKlWq8M033xAUFIS/v792naxZs+Lj46MNjBiqDMjXtTNRd+/xdM064p4/Rx369vtYZWSEotFA/K+U9hcTjZ+fH99//z2GhoYMHz6cPXv2fPB1xcXFsXLlSgoWLIixsTEABw8e5Ndff8XW1pZFixZx48aNNH3NhBDiUyGBESGEEEJkCkNDQ7Jly0azZs1wcnJiwIABqeo3UrZsWV68eMHRo0cTBUbSW0oTb+DAgaxcuZKoqKhU3ZdWr1694vTp03z33XfaY1ZWVmzbto0+ffpQs2ZN1qxZk+Ian2PzVS8vL6pVq0a+fPkyeytpotFo8PT0JH/+/JiYmGD0/9Nj4rNf3s2CURQFFxcXgoODCQ4OJiAggFatWmnPlyxZkpMnT2Jvbw+ASWwsd/+cDSoVOb9rgGnBAtprjXPnJvTEKZ4sX4VV29Yp7jG7ScKGtiqVSqc/b2XKlMHCwiLBsfggUHBwMEFBQaxdu/aD6wghxKdMAiNCCCGEyDS5cuXi+fPnzJs3D39/f5YuXarzvQYGBlSrVo03b95QrFixBOeCg4PTXUoDUKxYMSpUqICnp2eq7kurPXv2UKdOHbJmzZrguEqlYtCgQRw6dIg//viDbt26JftaPsfmq59z01WAAwcOYGBgQMuWLSlZsmSK11avXh0/Pz+uXr1KVFQU9erV49ChQ9rzDg4OlChRQhtMsYyIBCB7jepoIqOIDniovTbU5wx2Qwdi/+vPZC1fNtlnmhoa0q6iIxUrVmTZsmVoNBrmzZtHkyZN0vR669Wrp82kmjdvnrZ3ihBCfK4kMCKEEEKITGNlZcWLFy8wNzdn8+bNjB8/XttvQRe2trZYWlom+EQ+NDQURVESfcqd2lKaeIMGDWLRokWpvi8ttm/fTsuWLZM9X65cOXx9fTE3N6dixYqcPXs20TWfW8ZIYGAg586d05YPfW7Wrl3LjRs3aNOmDaVLl/5gYCR37tysWLGCli1bUrBgQWrXro2rq6v2fKlSpRKsUcXRkRy5cxMwYQqvDh7GJF9eYkOeAZCldCkeTp1BwPjJPJr1N5E3byV6XrxOZcvh7u7O2rVryZMnDzExMUycODFNr3n+/Pn4+PhgY2PD1q1bmTNnTprWEUKIT4VKScuMPCGEEEIIPWjUqBHDhw+ncePGAGzYsIFff/2Vc+fOkT179g/e37VrV3bv3s2LFy+0wZGbN2/SpEkTbt++neDaxYsXc+nSJRYvXpyqPcbFxfHNN9+wfft2KlasmKp7UyM6Opo8efJw48YN8uTJ88HrN23axJAhQxg7diw//PADBgZvP+9ycnLit99+o06dOhm2V32aNm0agYGBqf7v8ik4d+4cjRo14siRI9opMvqk0WgYPHgwZ2/fIqxlM6LVau25uNdvCFmzFtvB34NKRejxk0TeuEWevj0TrGGgUuFS6BuWNW+p9/0JIcSXQjJGhBBCCJFpcuXKxYsXL7S/79SpE/Xq1aNv37469T/w9/fHyMiIu3fvao8l1XgV0lZKA29HA3///fcZnjUS/+Zal6AIQPv27Tlz5gyenp40bdqUJ0+eAJ9XxoiiKJ9tGc3Tp09p3bo1S5YsyZCgiFqtpl+/fly5coXDW7fRpUQpiI3Vnje0yIpRzpwETvyNgPGTCT11mhwuiYNh2U1NmexcV+/7E0KIL4kERoQQQgiRad4PjAD8/fff3Lp164MZBG/evOHWrVs0aNCAw4cPa48n1XgV0l5KA9CnTx88PT159epVmu7XxbvTaHRVqFAh/v33Xxwd3/aP2L9//2fVY+TUqVMYGhpStWrVzN5KqsTGxtK+fXu6d+9O69YpNz1Ni7i4OHr27Mm9e/f4559/ePHiBW4Dh1BSo8I8vrGroSE2XTtR4LeJFJw6iXxjRmJWpLB2DUOViuympqxv3Z682T6cfSWEEF8zCYwIIYQQItPEN199l5mZGZs3b2bSpEmcO3cu2Xt9fHyoVKmSzoGRtEyliZcnTx4aN26Mm5tbmu7/EI1Gw44dO1LsL5IcY2Njpk6dytq1a+nduze3bt1K8+v82OKzRd7tEfM5+PHHH7GwsGDy5Ml6Xzs2NpYuXbrw5MkTdu3axcOHD6lduzZDhwxhz+ixjK5Rm2wmJmT9/9G57zMyMMDU0Ijytnbs7tSdktY2et+jEEJ8aSQwIoQQQohME9989X1FixZl4cKFtG/fntevXyd57/Hjx6lVqxYuLi4cPnxYW3qj71KaeIMHD2bRokVoNJo0r5EcX19fcubMmWi6TmrUrVuX8+fPExYWxvjx4xOUF32KIiIi8PT0pGvXrpm9lVRZtWoV+/btY+3atdq+LvoSExNDhw4dCA8PZ8eOHdy8eRNnZ2cmT57M8OHDAehZwRHffoOYXq8hDtY2GKhUGKpUqICsxsZ0LF2W3Z274dmuE/l06NMjhBACjDJ7A0IIIYT4euXKlQtfX98kz7Vr146jR4/Su3dvPD09E2UVHD9+nNGjR1OoUCGyZs3K1atXKV26NEFBQZQoUSLReukppQGoUaMG5ubmHD58mPr166d5naSkpYwmKTY2NtSvX5+4uDiqVavGvHnz6NSpkx52qH9eXl5Uq1aNfPnyZfZWdHb69GnGjh3L0aNHsbS01OvaUVFRtG3bFmNjY7Zu3crZs2dp1aoVCxYsoF27dgmuNTE0pFnxkjQrXhJFUYhWx2FkYIiRngM1QgjxtZC/PYUQX6XouDi237hG8w3ulF08n+IL5lB28Ty+W+uGh/9lIt9pcCeEyDhJ9Rh51+zZs7l//z7z589PcDw2NhZfX1++/fZb4G22RHw5TUaU0gCoVCoGDRrEwoUL07xGcj40pjc1zMzMcHZ2Zt++fUyaNInevXt/kqU1n1vT1eDgYNq2bcvy5cspVaqUXteOjIykRYsWZM2alU2bNvHvv//SokUL3NzcEgVF3qdSqTAzMpagiBBCpIP8DSqE+KpoFIW5Piepsnwx4w8fwD/kKeGxMcRpNITHxnLrxXN++/cIlZct5vd/jxDzzmhEIYT+fSgwYmpqyqZNm/j9998TZJZcuHCBwoULaz+1fzcwklGlNABdunTh33//JTAwMF3rvOvmzZu8evWKypUr62W9+Oarjo6OnDt3Do1GQ+XKlblw4YJe1teHwMBAzp07p5csmY8hJiaGtm3b0q9fP1xdXfW6dnh4OE2bNiV37tysW7eOPXv20LlzZ7Zs2aIdYy2EECJjSWBECPHViFGr6btzG0v9fAmLiSE8mayQiNhYIuNiWX/lEp23bCJCskeEyDAfCowAFClShMWLF9OhQwdevnwJ/NdfJJ6LiwtHjx5FrVZnyFSad9fo0qULS5cuTdc679q+fTstWrTQW7+Kd8f1WlhY4ObmxoQJE2jQoAHz5s3TaQxyRnN3d6d9+/aYmZll9lZ0Mnz4cGxsbBg/frxe1w0NDaVx48YUKlQINzc3Nm7cyIABA9izZw9OTk56fZYQQojkSWBECPFVUBSFkfv24PMwkMi4OJ3uiYqLwz/kCf12biMuA5otCiHeNl99fypNUtq0aUPz5s3p1asXiqJw4sQJatasqT1vZ2eHra0tZ8+e5dWrV1hbWydaw9TUFEAbNEirgQMHsnz58nSvE09f/UXiJTWut0uXLvj4+LB27VqaN29OSEiI3p6XWoqifFZlNEuXLuXo0aOsXr1ar81WX716RcOGDXFwcGD58uUsXbqUcePGcejQIb1lDwkhhNCNBEaEEJlm0qRJZMmSBRsbGwoUKJCuMZiTJk1i0qRJyZ4/cPc23g/uEaVjUCRetFrNheAgNvtfTtV93t7eODs763xciK+VpaUlr1+/1mnSy8yZM3n8+DFz5sxJlDECb8tpdu7ciY2NDYaGhkmuoY9ymlKlSuHg4MDWrVvTtQ7AkydP8Pf3x8XFJd1rxXs3Y+RdRYoU4fjx4zg4OFCxYkWOHDmit2emxqlTpzA0NKRq1aqZ8vzUOHnyJOPHj8fLy4vsepzw8uLFC+rXr0+VKlVYvHgxM2fOZObMmfz777+ULl1ab88RQgihGwmMCCEy1bBhwwgJCeHEiROMHj2aZ8+eZchzlpzzTVASc2/4KJ3vjYyLY4mf7yeRfi7El8bIyAgLC4tkR/K+y8TEBA8PD6ZOnYpGo6FAgQIJzsf3GUmqjCaePsppAAYNGsSiRYvSvc7OnTv57rvvtNks+pBUxsi75/78809WrlxJly5dGD9+PHGpDBinV3y2yPtThj41jx8/pl27dri5uVG8eHG9rRsSEkLdunVxcXHh77//5pdffmH16tUcO3aMb775Rm/PEUIIoTsJjAghPgn29vbky5ePO3fu6H3tuy9fcDWdaePPIiI4Hxykpx0JId6lS5+ReIULF6ZLly6Eh4dr+43Eq1OnDhcuXEiy8Wq89E6miefq6sqdO3e4fDl12WTv0+c0mnimpqbJBkbiNWzYkPPnz+Pr64uTkxP379/X6x6SExERgaenJ127dv0oz0ur6OhoWrduzeDBg2nSpIne1n3y5AkuLi40a9aMP/74g2HDhvHPP/9w9OjRz2pssRBCfGkkMCKE+CRcvXqVwMBAihYtysyZM8mfPz/Fixdn7969QOKxjs7Oznh7e6e45pQpU7Czs8OxRElenj4DwHOvnTz4+VcAHvz8Kw+nztBeH7JuI2+OnyRkvQeBv/0BQOzzFwROnkpkbCxbrl1JULJz5swZHB0dsbW1pX///mnOKNHXOkJ8rlITGIG3o02rVatGjx49Evx5sbKywsrKKsU+EPoopQEwNjamf//+6coaCQsL4+jRo3qfPGJiYqJT/5M8efKwd+9eWrVqRdWqVfH09NTrPpLi5eVFtWrVPukggKIoDBo0CHt7e3766Se9rfv48WOcnZ3p0KGDdozyxYsXOXLkCDY2Nnp7jhBCiNSTwIgQIlMtWLCAPHnyULp0aYYNG8b58+dZtWoVFy9eZMuWLfTs2ZMnT56ket2AgAC8vb25efMmXebN4ZnXTgCsWjan4LQpABScNoX8v4xNcN+rA4cxK1yIvCOHJTiuAI/feTMVExNDly5dcHNz4+HDh9y9excvL69U71Nf6wjxOcuVK5dODVjjnThxgj/++IOQkBBmz56d4Jy9vX2KgQ99ldIA9OvXj40bN/LmzZs03b9//36qV6+uHTmsL7pkjMQzMDBg9OjR7N69m3HjxjFgwAAiIiL0up93fQ5NVxcvXsyZM2dYtWqV3sp9AgMDqVOnDj169GDMmDG0b9+eJ0+esG/fPnLkyKGXZwghhEg7CYwIITLVkCFDePLkCXfv3mXlypVMnz6d7t27Y2VlRdmyZalevTrHjx9PdN+HsioKFCjA3LlzmTNnDjv/+BO1jp8QZ3EoSbZvq2GYNUuiczFqtfa5N27c4P79+zRs2JD8+fPj5+fH1atXdXrGu/S1jhCfMysrK50zRp49e8ajR49wdHTEw8ODmTNncvLkSe35HDlyEBSUfNmbvkppAPLmzUuDBg1wd3dP0/1eXl56L6OB5JuvpqRKlSr4+fkRHh5OlSpV0l0ilJTAwEDOnTun1wk8+vbvv/8yefJkvLy8sLCw0Mua9+7do06dOgwaNIihQ4fSvHlzDAwM2L59O1myJP5ZI4QQ4uOTwIgQ4pNQuHBhqlWrlqg8RqVSJRkEefToUYrrHT9+nNatW1OsWDE6/Tpe532YFiqY7Lmc5uba5yqKQtGiRQkODiY4OJiHDx8ydOhQnZ8TT1/rCPE5S00pzcmTJ6levTpGRkYULFiQ5cuX07FjR23jZkNDQx48eEBUVFSS9+urlCbeoEGDWLhwYapL4GJjY9m9ezeurq5620u8lJqvpiR79uy4u7szZswY6taty6JFi/Ra2ufu7k779u0xMzPT25r6FBgYSMeOHXF3d6dIkSJ6WfP27ds4Ozvz448/0qtXL7777jvy5s3Lxo0b9dpwVwghRPpIYEQI8UkICgrCx8eHrVu3snbtWl68eIG/vz8+Pj7Url2b7Nmz8+DBAwB27drF3bt3U1zPx8cHR0dHOnToQNiFS4nOG2TNQuzz5yhqNeqIyGTXMTAzQx0WjpmiUNrEjC1btgBQokQJwsPD8fb2Rq1Wa8thUktf6wjxOUtNYOTEiRPUrFlT+/vmzZvToUMHunfvjkajISQkhKJFi3Lq1Kkk79dnKQ28bfiqUqk4evRoqu47fvw433zzDfnz59fbXuKlJWMknkqlokePHpw4cYLly5fTpk2bVPV/SY6iKJ90GU1kZCStWrXihx9+oGHDhnpZ8/r16zg7OzN+/Hjat2+Pi4sLjo6OrFy5EiMjI708QwghhH5IYEQIkanmzZuHlZUVFStWpEOHDri6utKjRw/KlStHy5YtWbVqFXny5KFRo0bExsZSu3Zt9u/fn+CNUVLatm3L1atXyZs3L0ZvQjEwNSX26X+TaXK5NiPo74UEjJ9MbApp94ZZs5CtWhXu/PkXm6f9QefOnYG3bzw2bdrEiBEjsLOzw8LCgu+//z7Vr19f6wjxOUtNYOT48ePUqlUrwbFp06bx+vVrZs6cSVBQEHXq1OHw4cNJ3q/PUhp4G0hIy+heLy+vDCspSWvGyLuKFy/OqVOnKFiwIBUqVODYsWPpWu/UqVMYGhpStWrVdK2TERRF4fvvv6dYsWKMGqX7KPeUXLlyhbp16zJ16lQaN26Mk5MTTZs2Ze7cuSk2BxZCCJE5VIqMPxBCfAUWnvFhga8P0Wp1qu81UqkoFhXD2VlzqFGjBj/99NMn+T/3QnyuVq9ezcGDBz/YqyMqKgpra2uePHlC1qxZE5wLDAykcuXKvHz5ku3bt/P7779z4sSJRGtMnjwZtVrNlClT9Lb/N2/eUKhQIa5cuULevHk/eL2iKBQuXJhdu3ZRpkwZve0j3oEDB/jzzz85cOCAXtbbvXs3ffr0YeDAgYwfPx5DQ8NUr9G/f3+KFCnC2LFjP3zxRzZ37lzc3Nw4ceKEXnp+XLx4kUaNGjF79myqVatG/fr1GThwIGPGjNHDboUQQmQECVkLIb4KXcqVJ5upKWmZL2BubMKy7wdx79496tatS7t27ahbty4HDhyQ0bpC6IGuzVfPnj1LqVKlEgVF4O00mnnz5hEXF0fp0qW5ePFikr1E9F1KA297c3Ts2JFly5bpdP3FixcxNDSkdOnSet1HPH1kjLyradOm+Pn58e+//1K3bl0CAwNTdX9ERASenp507dpVb3vSlyNHjjB9+nS2bduml6DI2bNnadiwIfPnz6dcuXLUqVOHsWPHSlBECCE+cRIYEUJ8FSzNzNnQuj3ZTEwxSMX4xSzGxqxp2Ya82bKTJUsWhg4dyu3bt+nZsycjRoygSpUqeHp6ok5DJooQ4i1dS2mSKqN5V+nSpcmVKxf9+/encuXKSU600ncpTbyBAweydOlSYmNjP3jt9u3badmypd5Gwb4vNeN6dZU3b172799Po0aNqFy5Mtu3b9f5Xi8vL6pVq0a+fPn0uqf0un//Pp07d2b9+vUUKlQo3ev5+PjQpEkTli5dSsGCBalfvz5//vmnlEcKIcRnQAIjQoivRpFcVmzv2BVbCwuyGhuneG1WY2OszM3Z3K4T5W3tEpwzNjame/fuXL58mQkTJjBr1ixKlSrF8uXL9f5mRIivga6Bkfcbr74vODiYsmXLEh4ejqGhYZJ9RvQ9lSZe2bJlKVKkiE4Bg4zsLwJvM0bS2nw1JYaGhvz00094eXkxYsQIhgwZQmRk8s2r432KTVcjIiJo1aoVY8eOpW7duule79ixY7i6urJ69WosLS1p2rQpS5cu1falEkII8WmTwIgQ4qtS0NIS7x59+athExxt7TA1NCKbiQkWxiZkMzHBzMgIB5vcTK/XkBO9B1DK2ibZtQwMDGjRogWnTp1i6dKleHp6UqRIEf76668M+URaiC+VLoERjUbzwcBIUFCQdhTqhQsXkgxSZEQpTbzBgwd/sAnrgwcPePjwITVq1MiQPUDGZIy869tvv+X8+fOEhIRQrVo1rl69muy1gYGBnDt3LkMDQamlKAp9+/albNmyDB8+PN3rHT58mNatW7N+/XoURaFt27Zs2LAhQ0YxCyGEyBgyK0wI8dUxMjCgQZGiNChSlMDXr7n36iVhMdFkNTbBPkcOvsmZK1XrqVQqnJ2dcXZ2xs/PjxkzZjB9+nQGDRrE0KFDsba2zqBXIsSXIWfOnLx8+RKNRpPsxI5r166RK1cu7OzskjwPbzNG7OzsyJcvH6tXr8bV1ZXr169TsmRJ7TUZVUoD0KpVK0aMGMG1a9coVapUktds376dZs2aZei41vSM69WVpaUlGzduZMWKFTg5OTF9+nT69u2bqDzI3d2d9u3bY2ZmlqH7SY3Zs2dz8+ZNjh07lu5ypv3799O1a1c8PT158uQJQ4cOZceOHXz77bd62q0QQoiPQTJGhBBfNfscOXAqWIgmxUpQp1DhVAdF3ufo6IiHhwcnT54kKCiI4sWLM2LECAICAvS0YyG+PMbGxmTNmpU3b94ke82HskXgbcaIra0tAM2aNaNw4cJ06NAhQQ+gjCqlgbclLH379tVmjVx6Eszwf3ZTe9VSHJcupNry/7Ho1TPs6tclUodeJOnZx8co61OpVPTt25djx46xYMECOnTowKtXr7TnFUX55MpoDhw4wF9//cW2bdswNzdP11q7d++ma9eubNu2jTt37jBixAj2798vQREhhPgMSWBECCEyQLFixVi6dClXrlzB2NiYihUr0qtXL65du5bZWxPik/ShcpoPNV6Ft4GRdzNK+vXrx/Pnz5k6dar2WEaW0gAMGDAAjzOnqbd6BZ22eLD71g0ehYbyKiqKkIhwYixzsOP1SyovW8wk70NEZECA5GNkjLyrVKlSnD59mty5c1OxYkVOnToFwKlTpzA0NPxkxpvfvXuXbt26sXHjRuzt7dO11rZt2+jduzc7d+7E19eXyZMn4+3tTfny5fW0WyGEEB+TBEaEECID5c2bl5kzZ3L79m2KFCmCs7MzrVu35syZM5m9NSE+KfoIjAQHB2szRgDq16+PhYUFixcv1jZizchSGoA9T4LI1rEt916/IjIuDk0SI70j4mKJjIvFw/8yrTzW8TwiQq97+FgZI+8yMzNjwYIFzJkzh5YtWzJt2jRWrFhBz549M2z6TmqEhYXRsmVLJkyYgJOTU7rW2rRpEwMHDmTPnj3s27ePRYsWcezYMYoXL66n3QohhPjYJDAihBAfQc6cORk/fjz37t3DxcWFdu3aUa9ePQ4cOICSxBsnIb42KQVGHj9+zOvXrylRokSKa7yfMVKxYkWePHnCvHnz6Nq1K8HBwRlaSrPh8kXmnj6JYmio0/XRajX3X72k89ZNei2t+dgZI+9q2bIlZ8+eZe/evaxZs4b69etnyj7epSgKvXr1okqVKgwaNChda61du5bhw4ezb98+1q9fj6enJ//++y8FChTQ026FEEJkBgmMCCHER5QlSxaGDh3K7du36dGjB8OHD6dKlSp4enom6IMgxNcmpcBIfH+R5Bqzxns/MGJoaIiTkxNqtZp+/frRuXNnzM3NCQsLS1VActKkSahUKkJCQlAUBQsLi0R9Mx69ecOUf72JjIvTeV2AWI2GgNevmHXqeKruS0lmZIy8y97env79+1OoUCGaNm3Krl27Mm0vAH/88QeBgYEsXLgwXdkrK1euZOzYsezfv58FCxZw4sQJvL29E2QpCSGE+DxJYEQIITKBsbEx3bt358qVK0yYMIFZs2bh4ODAihUrMvUNjRCZxcrKiufPnyd5TpfGqxEREURHR2NpaZngeN26dTl8+DC//vorKpWKadOmYWJiQlRUVKr3ePXqVR48eEB4eHiic+6XzidZNqOLaLUaD//LRMXpJ2skfuJNXCqDNPq0Zs0afv/9dzZv3szgwYMZMWJEpvzdtmfPHhYsWMCWLVvSNRlnyZIlTJo0if379zN16lTu3LnDgQMHyJUrfQ27hRBCfBokMCKEEJnIwMCAFi1acOrUKZYsWcKmTZsoUqQIf/31V4b2QRDiU5NSxkhq+ou8nxEQHxgxNDRk3bp1LF++HFNT01SX0xQpUgR/f3/8/f0pUqRIgnPRcXGsv3KJWE36sr723LqZrvvfZWJikmnlNAEBAfj5+dGiRQtq167N+fPnCQgI4Ntvv+XmTf29xg+5desWvXr1YvPmzeTLly/N68yfP5/p06ezd+9exo4dS0REBHv27CFbtmx63K0QQojMJIERIYT4BKhUKpydndm3bx87duzAx8eHwoULM3HiRJ49e5bZ2xMiwyUXGAkLC+P69etUrlw5xfvfL6OJV7p0ad68eUNAQAC2trasXbuWsLAw7ty5k6r9lSlTRhsYKVOmDADLli3D3t4eOzs7QvYd0F4bees2gZOn8nDqDELWbSRo0VIA7g0fRdi58wT8OoXAKdOICQoGIPbZc+7Mnkunat/StWtXbUZKoUKFWLlyJUWLFiVPnjx4e3vrvF9TU9NMyz5zd3enffv22gyNXLlysWXLFvr160fNmjVxc3PL8N5KoaGhtGjRgt9++40aNWqkeZ1Zs2bx999/s3v3boYMGUL27NnTnX0ihBDi0yOBESGE+MQ4OjqyadMmTp48yePHjylevDgjRowgICAgs7cmRIZJLjBy+vRpKlSogKmpaYr3vz+RJp6BgQEuLi4cOXIEABcXF6ytrRkyZEiqSk1KlCjBtWvX8Pf3p1SpUkRFReHm5sapU6f4a/dOQg4eRvP/5Tkvd+7Gql1rcrVyJfbZc+wG9deuE+F/DfuJv2BeojihJ30ACFm7gayOFXD8awZGRkZMmTJFe/26deu4cOECI0aM4K+//tJ5v5nVgFVRFNzc3BL1YFGpVAwcOJDDhw8zc+ZMunbtyps3bzJkDxqNhu7du+Pk5ET//v0/fEMypk6dytKlS/Hy8qJ3794UL14cd3d3jI2N9bhbIYQQnwIJjAghxCeqWLFiLFu2jMuXL2NkZESFChXo1asX165dy+ytfdI0isKxgPsM3buTNpvW03yDO123beZ/Z8/wIlK/Y1GF/iQXGNGljAaSzxiB/8pp4hUuXBgDAwMmTZqk8/7Mzc2JiIjg1q1bFClSBDMzM9zd3Vm3bh1/jxqNOiISdfjb7y+VkTFoNP/9ekfORg1QGRpiWrAAmqgoNFFRxDx8RLaa3xKnwPDhw9mzZ4/2+nHjxmFhYUH16tVTFUjIrAasJ0+exMjIiKpVqyZ5vmzZsvj6+mJhYUHFihXx9fXV+x5+//13QkJCmDdvXpruVxSFiRMnsm7dOjZt2kTnzp1xcnLif//7H4Y6ThwSQgjxeZHAiBBCfOLy5cvHrFmzuH37NkWKFMHZ2ZnWrVtz5syZzN7aJyVWrWa531lqrFzCwN072H3rJueDg/APecrJwADmnTlFjZVLGbxnJ7eSafIpMk+uXLmSbL6qz8BIfPlG9uzZGTVqFG5ubuzbt0/nPVpbW/PmzRuMjIzQaDTUqVMHGxsbBvzyC8bvNH01ts3Di517eLF9F7laNEuwhpG11dt/SWI6SlYTE1QqVYIyk/h+JqmdppJZGSNubm706tUrxf1myZKFJUuWMGPGDJo2bcrMmTPRvBdASqsdO3awbNkyPD09MTExSfX9iqLw008/sW3bNtzd3WnXrh0dOnTgzz//TNdEGyGEEJ82CYwIIcRnIleuXIwfP567d+/i4uJCu3btqFevHgcOHMjwev1PXVhMDF22bmaOzwmehocTEZt4ukdUXBwxajX77tyilcc6jt6/lwk7FcmxsrJKlDESFxfH6dOndeoRkVwpDUDRokUBuH37NgAWFhYYGRmxbt06evbsycOHD3Xao4ODAyVLlgRg69at2Nvb06NHD5TgYGJfvgRA0WiIuHKVvD8OJ/8vYzH7pnCCNVTvjRw2MDPDJH8+wk+doYqtHfPmzaNJkyb/nf/AiOLkZEbGSEREBFu2bKFr1646Xd+2bVt8fX3x8vKicePGBAcHp+v5169fp2/fvnh6eqZphK6iKPz444/s37+fpUuX0qpVK4YOHcr48eMlKCKEEF84CYwIIcRnJmvWrAwdOpTbt2/To0cPhg8fTpUqVfD09EStTt9UjM9RjFpNdy9PLj0NJlKHjU3+jQABAABJREFUnhEaRSEiLpaBe3Zw5pFub4hFxkuqlObSpUvY29vrNBI1pYwRlUqFi4uLtpzGwsKC0NBQ6tSpw9ChQ+nUqZNO/UZKlSqlDYzUr18flUqFra0tPocOkzVPHmJDQlAZGGBqn4/ASVMJmDCFx/MWEvPocYrr2nTtRNjZc6zo0p2YmBgmTpz4wb18SGZkjGzbto3q1auTN29ene8pWLAgR48epWrVqjg6OqYqg+ddr1+/pkWLFsyYMYNq1aql+n6NRsPQoUM5fvw4f//9N61atWLy5MkMGzYsTfsRQgjxeVEpX/vHjEII8ZnTaDTs3LmT6dOn8/LlS8aMGUPXrl0/2KzyUzZgwAAAlixZ8sFrpx8/ivulC0Tp2Egz9LQvUbfvYNOlIxYmJpzsPQCLNKTcC/2KiYkha9asxMTEaD+dnz9/PpcvX2bp0qUfvL9ixYosX76cSpUqJXnezc2NvXv34uHhwZAhQyhZsiRDhgxBo9HQpEkTKlSowB9//JHm/e+9fZPRB/7h5Z27vD5yFJvuXUBReLlzD4pajVXrFineX8raht2du6f5+e+rVq0ac+fOpXr16npb80MaNGhAv379aN++fZruP3LkCN26daNTp05MnTpV51IYjUaDq6srhQsXZv78+al+rkajYcCAAVy9epWJEyfSrVs3Fi5cSNu2bVO9lhBCiM+TZIwIIcRnzsDAgBYtWnDq1CmWLFnCpk2bKFKkCH/99RdhYWGZvb00OXToUIJmmcmJiotl3eWLOgdF3qfRKHhdv5qme4V+mZiYYGZmRmhoqPaYrv1FIOVSGkA7mUaj0WBhYaH9s2FgYKBtorp79+40779+4SLYWlhglic3muhoAidMIWDCFKLu3SdbjZSDE2ZGRvxUq06an52Ujz2uNyAgAD8/P1xdXdO8houLCxcuXOD69evUqlVL55HKEydOJDQ0NFVTe+Kp1Wp69+7NzZs3GTt2LF26dGH16tUSFBFCiK+MBEaEEOILoVKpcHZ2Zt++fezYsQMfHx8KFy7MxIkTefbsWWZvT2cPHjzAxMQEY2PjD44o3nPrZrqe9X/s3Xdcj/v7wPHXp61hNKSlEkJkHCM7e++RXfbee2eeg+yRIrJCRpmhyAwhGRESJaSipd2n+/dHp8+RtuN8z/jdz8fD4zzc9/u+7/d9f6rjvrre15WcmYHTg3v/72u0/FN8u5xGEIRiB0akUikxMTHo6uoWOMbY2JjSpUsTFBQkW0qTQ0dHh8OHDzNy5EjevXv3Q3NXlJfnUK9+KMkrUGGkHRVXLsV4lT360yahVKHgeakoKLCgWUuaVTT+oesWRElJqVhLaRLSUnF5eJ8+7m603u9C2/176HfsMIeePCKpBEtxDhw4gI2NDSoqKn9m2mhra3P69GmGDBmClZUVhw4dKnCsNCuLlYcOcjA5kbQhA2i015mme5yx9TzBjbC3ZBXxfZ2ZmcnQoUOJiIhgwoQJjBo1ipMnT9KxY8c/dQ8ikUgk+vcRAyMikUj0H1SvXj3c3d3x8/Pjw4cPVK1alWnTpv3wS9//0pUrV7C2tqZly5ZcvnyZq1evYm1tzcyZMylXrhwtWrQgJSUFgKHWrXk+ez5hC5bwZuos0n6v5ZAc9JyI1WsJX7yMWK/CaxY8dd6NdYcO6OvrM3fuXIyNjRkzZgwAu3btwsjIiAoVKrBmzZq/9sZFaGlpyTrThIWFkZWVhampaRFHQVRUFJqamigoKBQ6Lqc7jYaGRp5sqmbNmjF9+nRsbGzIyKd4b3Hs2+GI3JHjmGpqoaaoWOhYZXl5lOUVWNW6HUMs6/zQ9Qo9fxEZI+8TE5h+8TyNdu9kw+1bPIz8yNu4OELjYnnw8QO/3rhGg92OzL98iejkpEKvJQgCrq6u2NnZ/ZS5SyQSpkyZgre3NytWrMDOzi7X55UlCOwKuMcvTttw+RCOxNiIqJRk4lJT+fg1kRvhb5lw/jSNXZw48PhhvoHP9PR0BgwYQGxsLIMGDZK1SW7evPlPuQeRSCQS/buIgRGRSCT6D6tSpQq7du3iyZMnKCgoULt2bYYPH05wcPDfPbUCXb58GWtra6ytrWXLae7cuYORkRGRkZHExcXh5eUFQLUVSzBevRzN7l1RqVoFJb0KSL9+5fMJTyqMH4Ph4vkkPXxEWsT7Qq+prqPN/Pnz8fLywtPTEx8fH1JTU3F1deX27duEhITg4OCQK8tA9PN9mzGSky1SnG4gRS2jydG6dWt8fX1zLaX51uzZsylXrhwLFiwo8dz379/Pjh07uOThwcWhw1nVvBUZ4e9QlpdHXVEJSaYUOakU+UwpZZSVGfNLA67ZjaRXtRolvlZxFFZ89WnUJ7q47efMy2DSpNJ8ixYnZ2aQmpnJiedBdHHbz+svBbe49vPzQ1FRkQYNGvy0+QPUqVOHBw8eIC8vT7169QgICCBdKmX8udNsvO1HQkYGkgJqKSVlZBCdnMRvN68z85IX0m/aAaelpdGvXz/S09Pp3LkzS5Ys4cqVK9SvX/+nzl8kEolE/x5iYEQkEon+HzAwMMDBwYGQkBDMzMxo2bIlvXv35t69e3/31PK4cuUKkyZNYvLkybLAiI6ODlOnTkVZWZm6deuSkJAAQJpUStr7D8R5X6G87WAkcnKkvQ1DGh/Ph/WbiVj+K9KERDI+Ft4G1KRGdTQ0NKhbty7lypUjKysLFRUVWe2JnN8s52QziP4a+QVGiqOwjjTfatWqFdeuXUNVVTXfIJecnBz79u3j6NGjnDlzptjzvnDhAnPmzMHLywsDAwMU5ORIex5MzaAXnB9sy6o27dB9GULP0prEHTqCV6/+TLdqSnk19WJfo6QKatcbGvuFQSfdSUhLK3KpCUBmVhafk5Ppf/wIHwsIDOZki/wVLW3V1NRwcXFh2bJldOjQgW7bNnEj/C2p0uLVFUrJzOTi61csuuKDIAikpKTQq1cvFBUVsbKyYuPGjVy/fp0aNf6aAJVIJBKJ/h3EwIhIJBL9P6KpqcmiRYsIDQ2lVatW9O3blzZt2uDj4/OPqLPx/PlzNDQ0iIqKIioqCjU1NZ4/f46pqanspevbly/F9Eyi9x1EZ8gA5NWzXzIFAVSqmFFx5VIqrlyKkf1CVC1rFnpdFUWlPOcODQ2lZcuW6OjosHnzZgwNDX/27Yq+821g5NatWzRt2rRYxxU3MKKrq4uBgQFRUVEFFibW1tbmyJEjjBo1irCwsCLPee/ePYYOHcrJkyepXr26bLunpyc9evTAtGw5ulWths7HTzTX1qGrZW327d1brPvKsXbtWrS1tVFRUUFdXR1tbe0iixPnlzEiCAIjT3uUqHYIgAAkpKUx/typXHNau3YtycnJnDhxgiFDhuQ6xt7eHlVVVXR0dKhYsSKurq4luub3Bg4cyG8eJ3j1eyZLSUTduo3josVceBFM9+7dKV26NJUrV+bgwYPcuHGDSpUq5Xtczj2KRCKR6L9PDIyIRCLR/0NqampMnjyZkJAQbG1tmTJlCg0aNOD48eNIpdK/bV6XL1+mUaNGsr83atSIrKws5OTy/9/V58NH0WhshYqpiWybiklF0t69Jz0ykqyMDD5udyLlZUiB18zKykJbOW/ByICAAIyMjLC1tSUwMPBfUZ/l3y4nMBIbG8vbt2+pU6dOsY4r7lIayM4aef78eaEdm5o0acLs2bOxsbEptIDpq1ev6N69Oy4uLjRp0kS2PSMjAy8vr1wdWuTk5MjKymLixIns3LmzRN9nc+bMISYmhgEDBuDg4EBMTAytW7cu9Jj8MkbufXhPdHISPxIClQoCL7985sXnGNmc5syZg4eHB1ZWVujr6+c5ZsqUKURHR3Pr1i1Gjx7NqVOn8owpiZPhb+H32i0Zn7/wbtmqEsw/ixluB9DT00NLSwtvb2+uXbuGgYFBgcfk3KNIJBKJ/vvEwIhIJBL9P6aoqMiwYcN4+vQpixcvxsHBgRo1auDi4lKsjhY/W36BkcWLF+c7NiwsjHd3/Yn3vkzYgiWELVhC4u27yGtooDOwP592u/LOfhUqlUxRq2VR8EXT0lkxfz7Ozs5ERETI7rtt27ZIJBIqVKjAqVOnMDMz4+XLP9cFR1S4nOKrfn5+NGrUqMhiqjmKmzEC2XVGHj9+XGS9mJkzZ1K+fHnmzZuX7/7IyEg6duzIihUr8rSovXbtGlWqVMkVLJCTk0MqlVK/fn10dHS4cOFCseb7o/LLGHF+cI+UHywsC5AhlbLn4YNc24pTdNXIyAhlZWXevy+81k9hnsdEF1rnpDgyNMuRoqzE48ePuXLlCjo6On/qfCKRSCT67xADIyKRSCRCTk6OHj16cPv2bZycnHB3d6dSpUps2LCh0N+s/2weHh5MnDhR9vdJkybx5csXrl69KtuW8yJmbGyMNCuLuhvXYbx6Ocarl6PRODuoolqzBkaL5mG8yh6tXrlfWjUaNUBn8AAA1BQVOXzsGK9fv2bgwIGkpqbSuHFj2rRpg7+/P9euXSM6Opr9+/fz8uVL2rdv/9c/hP/HcjJGSrKMBkoWGGnZsiWPHj0qMjAikUhwdXXl5MmTeHp65tqXkJBA586dsbOzY9SoUXmO9fT0pGfPnrm2ycvLk/V7AdAJEyawffv2Ys23MOvWrcPQ0JCqVavKChLnfH/kZIxYW1tz9epVvqan4+m8i7BFywhftIyEW7dl54m96E14ftsvXCJ88TLCl6wg8d4DpILA6RfPkWZlYW9vz/Tp0wkICKB79+68ffsWExMTNmzYgI6ODo6Ojnz9+hUPDw/KlStHUlIS8+bNo1SpUmhpaVGpUiUuXboEgImJCYMGDUJPT48FCxago6PD/v37ycrKYvz48ejq6tKkliVxT58BEOV6gA8OG8mMjSNswRI+bncqcM45Mr/E8m7DFk65HWbgwIGUKVMGgIMHD2JiYoKxsXGe5T729vbY29vn2rZ7924MDQ3R0dFh6dKlf/ozFIlEItE/gxgYEYlEIpGMRCLB2tqaixcvcvr0ae7cuYOpqSlLly4lJibm755eHnISCVMbNaZUMTMLcsnKIj3xK410yqOnp8fkyZO5efMmgYGB1KhRg0WLFqGvr8+4cePw9fX9W5cY/X+RExgpSeFVKNlSGk1NTczMzIiNjS3W2CNHjjBmzBjevHkDZLd57d27N40aNWLRokV5jhEEgVOnTtGjR49c23OW0gDY2Nhw7949Xr9+Xaw558fHx4e9e/fy6NEjTpw4gZ2dHZ8+fZLt/75d76v3EXy56I3Bgjnoz5lOyvPszlTSpGTiL13Osz3zSyypIa8xXDgX/RmTiT11FoAsARLTs8/76NEjbGxsUFHJXor28eNH3r9/z8ePHyldujS7du1i3LhxxMXFYWxszG+//Ubnzp2JjIzk0KFDuZ5fz549adKkCXFxcSxZsoSrV69y7949oqKiePv2LeXatZa13i5vNxT9WdNRKFcW49XL0Zs4ttA5A6S9i6C83RCGbd/C4sWLef/+PcHBwcydO5dr165x8+ZNFi9ezJMnTwp97jNmzMDb25s3b94UK/NIJBKJRP8OYmBEJBKJRPmqV68e7u7u+Pn58eHDB6pWrcq0adP+cbU2BteqTbeq1UoUHJGTSCitUgqriI80btiQx48fy/YZGRkxc+ZM/P39uXPnDiYmJsyYMQNDQ0OmTJnCrVu3ZC+4op9LU1OTmJgYAgICsLKyKvZxJckYgew6I8XNhLKysmL+/Pn079+flJQU7Ozs0NDQYNu2bfl2YQkICKBUqVK5CrFC7sBIqVKlsLOzw8nJKc/xxeXl5cWwYcPQ0tKiVq1aWFlZcfPmTdl+JSUl0tPTZUWVlVRVUdYtz5dTZ0h7/QadoYOy51VKBQUdnTzbFTTLodW7J/FXrxN98DDS3wMA8nISUjIyEQSBwMDAXMtoBEFgxYoVKCgooK+vT4MGDfj06ROhoaFERkaSmZnJrFmzWLp0KVOnTiUqKkp2bIMGDdDQ0JD9Nysri0aNGjFr1iysra35eNmXrCI+s4LmDFCqamUUtbVR0S1Po0aNuH//Pt7e3nTr1g1jY2OMjIzo3bu3LIulIM2bN2fRokV4eHjg4uKChoZGMT4tkUgkEv3TiYERkUgkEhWqSpUq7Nq1iydPnqCgoEDt2rUZPnw4wcHBf/fUgOwsl9Vt2jOwpiWlFBQoqmGokkSCtqoqngMGs2/LVpYuXUqbNm3y7ZpRqVIl5s2bx8OHD7l69Sra2tqMGTMGY2NjZs6cyb179/4R3Xz+KzQ1NWVBuOK+cAqCUKKMEYD27duTnp5e7ADXtGnTMDQ0pEmTJrx79w43Nzfk5eXzHZuTLfJ90CSnxkiOcePGsXfvXlJSUoo978JIJJJcX4s5GSM5dT3KlCqFyewZqNWxJPV1KB8cNiFkZiKRk0N/5pQ821Nfv+GTyz4UdXTQGTJIdt7MrCxKKyvz7t075OXladCggWxfhQoVUFVVlc0nh6mpKaVLlyYwMJBJkyZRv359duzYkWf+3x93+PBhBg0aRFhYGJ1nTCvyGRQ0599PDIBWKVXk5OTy/b79/hnm5/Tp00yaNIkXL15Qq1atf2QmnUgkEolKTgyMiEQikahYDAwMcHBwICQkBDMzM1q2bEnv3r25d+/e3z015CQSFrVoxb6efWljaoayvDwq32SQyCFBVVGR0hI5VB8+xnvIcEzKlgNg8ODBXLt2jTVr1jBy5MgCX1TNzc1ZsmQJQUFBeHl5oaqqyuDBg6lcuTLz588nMDBQDJL8SVpaWsTExJRoGU1CQgLy8vKo/96uuThatGgBwOfPxSvmKZFIqFevHkFBQYwaNYpSpUoVODa/+iKQu8YIgJmZGfXr18fd3b3Y8/5Wx44dOXjwIF++fCEoKIg7d+7QvHlzSpcuTVhYGMrKygQHBxMaGgpA3PsPhG3cgoqpCeW6diIzPgFpcjIZUdF83LIjz/a0sDCUjQxQq1ubpMA/MqrKqqigqqhIYGAgderUyRXIKKh71MePH/n69StnzpyhTZs2WFlZcfTo0SLv0dPTk0+fPnH+/HnSngQh+SbsKa+mijQpmay0tOw/6ekFzhkg9VUIGZGR7FuxksuXLxMdHU3Dhg05e/Ys4eHhvH//npMnT9KhQ4cC55OUlETVqlWxsLBgyZIlqKqqEhJScMcrkUgkEv17iIERkUgkEpWIpqYmixYtIjQ0lFatWtG3b1/atGmDj4/P3x4YqK9vgHO3nly3G828pi2YUL8RI+rUY3rjpjh37cm9cZNIuH6TgDt3ch1Xo0YN7t27R3JyMo0bNy7yZadmzZqsWLGCFy9ecPz4cQRBoFevXlSrVo0lS5bw7Nmzv/I2/7PKlStHcnJyrta3RSnpMhoADQ0NFBUV8fX1Ldb4Q4cOsWvXLk6ePMns2bMLrA0SGhrKp0+f8l0G9O1SmhwTJ07MkzlRXO3atcPW1hZLS0t69uzJ3r170dXVpWPHjmRkZLBjxw5ev34tK2Jbs3p16jdtSsSK33i34ldKN2+KQunSKJbXoVSVyrxb8Wuu7aq1LUmP/MS7JSvI/PIFibIyks9fGFnnF1JSUnj+/DmWlpaFzvHu3btoaWlRt25d+vTpg6qqKuvXr6d69erIyckRHR1NfHx8vsempqZy/fp1NDQ06N69O1W1dcj8+pWs3wOXcioqlGnTinfLf+Xd8tVIExLznXNGVDQAinp6xOx3I/HREzp37syJEydo164dKioqWFpa8ssvv7B48WJq1apV4P2oqakxdepU6tSpg76+Ps2aNcuVMSMSiUSify+J8Hf/K1YkEolE/2oZGRkcPnyY3377DVVVVebNm0evXr0KXGrwd9uzZw9ubm74+Pjk2ScIAo6Ojtjb27Nz50569+5d7PMKgoC/vz9Hjx7F3d2dcuXKYWNjg42NDVWqVPmZt/CfJQgCcnJyPH/+nGrVqhXrmKtXr7JkyRKuX79eomtpampiY2ODo6NjoeMuXbrE0KFDuXLlChYWFmzduhVXV1du3bolKzqaY+PGjQQFBbF79+485xk5ciSNGzfO1cVGKpViZmbG8ePHqV+/fonmXxRnZ2fu37+Ps7OzbNv7hATaHthD2g8WElaWl8dvxFjOnzzJoUOHOH/+/M+abi4ZGRm0a9eOZs2asXLlSgC8vb2ZePIYmeZVoIDMlMIImZl0M6zIlv4DZdvS0tLw8/PDx8cHHx8fnj9/TtOmTWnbti1t27alVq1aBWbBiEQikei/RfxpLxKJRKI/RVFRkWHDhvH06VMWL16Mg4MDNWrUwMXFhfT09L97enkMHTqUkJAQ/Pz88uyTSCRMmDCBc+fOMXPmTGbOnElGRkaxziuRSGjUqBEbNmwgPDwcR0dHPn36RPPmzalXrx5r1qzh7du3P/lu/ltevHiBvLx8oUtVvvcjGSOQvWzn1q1bhY65f/8+Q4YM4cSJE1hYWADZLaRNTU2ZOXNmnvGnTp3KdxkN5J8xIi8vz7hx4344a6QwOe16v2VQujRtTM1Q+oGXfRUFBfrWqEm5UqVkLYH/KrNmzUJdXZ1ly5bx7NkzunTpwoQJE5jbph1qyso/dE65LIGdYycwePBg2c8lZWVlWrVqxapVq7h79y5hYWGMGTOG169f069fP/T09Bg0aBB79uwhPDz8Z96iSCQSif5hxMCISCQSiX4KOTk5evTowe3bt3FycsLd3Z1KlSqxYcOGYncA+V9QVFRk/vz5rFixosAxDRo04MGDB7x48QJra2siIiJKdA05OTmaNWvG1q1bef/+PQ4ODoSGhtKgQQOsrKzYuHFjic/5/8GtW7fQ0NDgy5cvxT7mRwMj5cuX59WrVyQkJOS7PyQkhO7du+Ps7Jyr5olEIsHFxYULFy7kqpMRExPDw4cPadOmTb7n+77GSI6RI0fi4eFRonsuDmVl5XwDk31LlyPl/QeKLlP8BxUFBWrrVmBpy9aEh4cTEBBA9+7df+Z0ZVxdXblw4QIbN25k8uTJWFtb065dO4KCghjZtx8zKldDSC9esBKys5BU5OU5OcSWg05OeHh4oKury+XLl/OMLVeuHL169WLHjh28fPkSf39/2rZti4+PD/Xr16dq1apMmDCBkydPFqvds0gkEon+PcTAiEgkEol+KolEgrW1NRcvXuT06dPcuXMHU1NTli5d+o/p4GBnZ8fTp0/x9/cvcIympianT5+ma9euNGjQAG9v7x+6lry8PK1bt8bJyYkPHz6wbNkynjx5gqWlJc2bN2fbtm1ERkb+6K38p9y8eZPy5cuXKEhQ0o40OcqUKUPVqlW5ceNGnn2fPn2iY8eOLF26NN8MkDJlynDs2DEmTZrEq1evADh37hxt27YtMNslv4wRAB0dHbp27crevXtLfA+FyS9jxNfXl369erGleSsaGBqiqqhY5HlUFRVpYWyCa48+KMjJceDAAWxsbPIsI/oZ/P39mT17Nl27dqVx48ayArLTpk1DSUmJx48fM2/IUKabmKGhpIRyEZkvksxMFDIzkR45jqmqGv379ycqKooGDRrQvn17evfuTXJycoHHGxsbM2LECNzc3IiMjOTYsWOYmZmxa9cujI2NadSoEQsXLsTX1zfPsxaJRCLRv4sYGBGJRCLRX6ZevXq4u7vj5+cna8M6bdo03r1797fOS1lZmblz58rqFxRETk6O+fPn4+bmhq2tLcuXLy92i9f8KCoq0qFDB/bs2cPHjx+ZM2cOd+7coVq1arRu3RpnZ+d/TPDo73Dz5k2MjY2L3S0GfjxjRF1dnWrVqnHlypVc2xMTE+nSpQtDhgxh7NixBR5fr149li1bRv/+/UlNTcXT05MePXoUOP77dr3fmjBhAo6Ojn/qa+t7Oe16c1y4cIH+/fvj7u5Oj86dOdCrH782tybjzVuU5OTISk9HTiJBXiKhlIICyvLytDA2walrDxw7d0dZQQFBEP6yZTQfP36kU6dOyMnJERoaip+fHxs3bkRTUxPIXmbVsWNHtm7dypS+/dherxGJXpcolZGJkJaOipwcyvIKqCoqoqqoSMXSZZhsWZdYh800MDbB1taWrKws1NXVuXTpEsePH+fSpUvo6upy5syZIucnJydH7dq1mTlzJl5eXkRHR7NmzRokEgnz589HR0eHjh074uDgQGBg4E/9LEUikUj01xMDIyKRSCT6y1WpUoVdu3bx5MkTFBQUqF27NsOHDyc4OPhvm9OoUaO4f/8+Dx8+LHJsq1atePDgAZcvX6Zz584/JXihrKxMt27dOHjwIB8/fmTSpElcvnwZMzMzOnbsyN69e4mLi/vT1/m3+PTpEzExMZiYmPxPltKoq6tTqVKlXJ1p0tPT6du3L/Xq1WPp0qVFnmP8+PFUrVqViRMncvnyZbp06VLg2IKW0gBYWVlRunTpH85Kyo+SkpJsKY2HhwfDhg3j1KlTtGrVCshucR3ifZkWUV9YXa0WpR8+ZoZVU2Y2bsaSFq3wtR2Ja48+NDUylrXk9fPzQ1FR8ad3Yrl+/Trm5uYoKyvj7u6Oh4cHVatWle1/8+YN7dq1Y/Xq1fTv3x9/f3/6dOtGT1MzYtdv5rdGTVjVpgMLmrdkZau2HOrVD1/bkUxr256xI0aQnp5OZGQkq1evlp2zV69eREZG0qJFC3r16kWnTp0K7JCTH2VlZaytrVm5ciV37twhPDyccePG8ebNG2xsbNDV1WXAgAG4uLgQFhb2U59XcX1MTCTg4wduvQvj8adIEtJS/5Z5iEQi0b+CIBKJRCLR/9jnz5+F5cuXC+XLlxd69+4t+Pv7/y3z2LBhg9C7d+9ij8/IyBDmzp0rGBkZCX5+fn/JnL5+/SocOXJE6Nmzp6ChoSF069ZNOHjwoJCQkPCXXO+f4sSJE0Lnzp2FefPmCatWrSr2cRYWFsKjR49KfL0pU6YI69evFzQ0NISYmBhBKpUKgwcPFrp37y5kZGQU+zzx8fGCnp6eUKNGjULHTZs2TdiwYUOB+3ft2iV069at2NctytWrV4XmzZsLhw8fFnR1dYX79+/n2i+VSoXKlSsLfn5+wtatW4XRo0cXec5Ro0YJa9as+WlzDA0NFWxsbAQ1NTWhbt26+T73iIgIoVKlSsK2bdsEQRCEmzdvCjo6OsKoUaOEihUrCi9evCj0GklJSYKxsbFw5MgRQV9fXzh79myeMadPnxY0NDQEVVVV4dChQz/l3sLCwoQ9e/YIgwYNEsqXLy9UrlxZGDdunHD8+HHhy5cvP+Ua+cmQSoWLIS+F3kcPCdW2bRQsHbcIlo5bBUvHLUK1bRuFyefPCI8/Rf5l1xeJRKJ/KzFjRCQSiUT/c5qamixevJjQ0FBatmxJnz59ZEUOhf9hF/mxY8dy69Ytnj59WqzxCgoK/Pbbb2zbto0ePXqwefPmnz5fNTU1bGxs8PDwICIign79+nH48GEMDQ3p06cP7u7uhdZF+Le6desWTZs2RVNT83+WMZKSkkKzZs24du0ac+fO5c2bNxw+fBgFBYVin6d06dI0bNiQsLAwXrx4UeC4gmqM5Bg4cCC3bt36aZ2LlJWVef/+PTNmzMDb25tffvkl1/5Lly6hoaGBlZUVjx49ok6dOoWeLzk5mRMnTjBkyJA/Pbf4+Hjmzp1L/fr1SUlJwcDAgKtXr+Z57tHR0bRt25YxY8YwceJErl27Ro8ePejYsSPXrl3jxo0buTJL8qOqqsrmzZuxt7fn0KFDDB8+XFYXJke3bt348OEDbdu2xdbWlpYtWxIVFfWn7rFixYoMHz6cQ4cOERkZyYkTJ6hSpQouLi4YGxvTsGFDFixYwJUrV0hN/TmZHM+io2iyx4mZl7x4GPmRNKmUxPR0EtPTSExPJ00q5XzISwYcP0K/Y4eJ/0nXFYlEov8CMTAiEolEor+NmpoaU6ZM4fXr1wwdOpQpU6bQsGFDTpw4UWA9hp9JVVWVGTNmFFlr5Hvdu3fn7t277N+/n/79+xfY2eTPKl26NEOHDuXs2bO8efOGzp07s3v3bvT09Bg4cCCenp4/7aXq73bz5k2aNWtWosBIWloaiYmJaGlplfh66urqJCYm0qpVKzZs2MC5c+c4c+YMqqqqJTqPVCrFz8+P+fPn069fP1JSUvIdV1iNEcj+Xhg2bBjOzs4lun5BPD09effuHb6+vtSqVSvP/m3btjFp0iQkEgmPHj2idu3ahZ7Pw8MDKysr9PX1f3hOmZmZ7NixA3Nzc2JiYtizZw+3b9/mzJkzlC5dOtfY2NhY2rdvT9++fZk7dy4+Pj706dOHVq1aERgYyI0bN6hYsWKxrtu9e3fMzMy4c+cOy5cvp2fPniQmJuYao66uzqlTpzh9+jSPHj3C2NiYnTt3/pTAp0QiwdLSkhkzZnD+/HliYmJwcHBAXl6ehQsXoqOjQ4cOHVi3bh0PHz78ofokDz6+p//xI8QkJ5NUSIvxLEEgJTOTJ1Gf6HbkAF9S/ntBVpFIJPoREuF/+as5kUgkEokKkZWVxenTp/n111+Jj49nzpw5DBkyBCUlpb/smomJiZiZmXH9+nWqVatWomNTU1OZPn06ly9f5vjx41haWv5Fs8wtOjqaEydOcPToUQIDA+nWrRs2Nja0a9fuL31Wf5Xk5GR0dHSIiYnh4sWL7N27l1OnThV5XHh4OE2aNPmh1sfbtm0jODgYPT097O3tef36dbFftL9148YNJk+ezMOHDxk8eDBqamrs2rUrz7h58+ZRtmxZ5s2bV+C5Xrx4QYsWLQgPD0dZWbnEc8mxfv16Nm7cSKlSpfJkRwC8fv0aKysrwsPDUVRUpEyZMkRGRqKhoVHgOdu1a8fo0aPp379/iecjCAJeXl7MmjULfX19HBwcKF++PA0bNsTJySlPbZbExETat2+PlZUVGzZs4MKFCwwbNgwrKyuio6M5f/68rChrcYWGhtKwYUMePHjAihUriI2N5fjx47L6Kd9ff/jw4Zw+fRpLS0tOnjxZoq+NLEEgKT0dZQUFlOTlixwfFxfHtWvX8PHxwdvbm8+fP9O6dWvatWtH27ZtMTExKfT4sLg4uh05wNd82jMXRlFOjsqaWnjYDC7WPEUikei/TMwYEYlEItE/hpycHD179uTOnTs4Ojpy9OhRzMzM2LhxI1+/fv1LrqmhocHUqVNZtWpViY9VUVHB0dGRJUuW0KZNG1xdXX/+BPOho6PDuHHj8PX1JSgoiPr167N69Wr09PQYNWoU3t7eZGZm/k/m8jP4+/tjaWlJqVKlSpQx8qPLaCA7Q+Dly5ds2bIFVVVVFIvRujY/p06domfPnkgkEpycnLh+/ToHDx7MM66opTQA5ubmWFpacvz48R+aiyAIrFixAicnJ9zc3ArMdnB0dGT48OGywEmFChUKDYqEh4cTEBBA9+7dSzynx48f06FDB2bOnMm6devw9vamevXq9OnThwkTJuQJiqSkpNCjRw9q1qzJhg0bOHPmDMOGDaN27dokJSXh7e1d4qAIQKVKlZgyZQrTp09n27ZtRERE8Ntvv+U7VkNDg+PHj3PmzBlev35N1apVcXBwKPTzS83M4Nizp7Q9sJcqWzdQf9cOauzYTE3HLSy9epmz169hYWFBhQoVWLhwYa5jy5YtS48ePdi6dSvBwcEEBATQqVMnrl69ipWVFZUrV6Z79+5YWFjk27Fpw51bJBeSJVKQjKwswuLjuPj6j+DZkSNHmDx5cp6xV69exdrautjbRSKR6N9GDIyIRCKR6B9HIpHQqlUrLl68iKenJ7dv36ZSpUrY29uXqJVrcU2aNAkvLy9CQkJ+6PghQ4Zw9epV1qxZw6hRowpcTvFX0NfXZ8qUKdy6dYuHDx9SvXp1Fi5ciL6+PuPHj+fq1av/k2VJf0bOMhrgfxYYiY6O5vr16xw7dozWrVvn6k5TXIIg5GrTq6GhwbFjx5g+fTrPnz/PNbaopTQ5JkyYwI4dO35oLgsXLuTo0aNcv34dExMTWVeabyUnJ+Pq6sr48eMBirWM5sCBA9jY2KCiolLs+URGRjJ69GjatWtHjx49ePz4sSwIMnHiRAwNDZk/f36uY3K6Aunp6bFz505OnDjBqFGjqFatGqqqqpw/f77QAE5R5syZw5MnT7hy5QonT55k69ateHl5FTi+Q4cOhIeH06NHDxYuXIilpWWeTlqCILD93h1+cXZk2bUrhMZ+QSA76JAlCCRnZOD26CG9+/ShTMf23A16io+PD5cuXSrwukZGRtjZ2ck6Vnl4eGBkZERkZCSmpqbUr1+f+fPnc/nyZT7Fx3Hp9SuyfjABPDkjg533/WV/HzBgAFu3bv2hc4lEItG/mRgYEYlEItE/2i+//IK7uzs3b97k/fv3VKlShenTp/Pu3bufdo0yZcowadKkXO08S8rCwoJ79+6RlJRE48aNfzjI8mdUrFiRmTNn4u/vz507dzA2NmbatGkYGRkxZcoU/Pz8fqh+wV/tRwMjkZGRVKhQocTXCw0NZc2aNVSrVo0WLVrQunVrrly5UuLzPHv2jIyMjFyFSy0tLfn111/p168fSUlJsu2Ftev9Vrdu3QgPDycwMLDY8xAEgenTp+Pl5cXVq1epUKECSkpKpKWl5Rnr5uZGkyZNMDU1BSiy8KogCLi6umJnZ1esuSQnJ7Ny5Upq1qxJuXLlePHiBRMnTpRl5OzcuZO7d++yd+/eXMtYMjMzGTx4MEpKSri6unL06FEmTJiAsbExRkZGnDhxokSBmfyoqKiwdetWJk+ejKamJkePHsXW1rbQ71UNDQ2OHj3K6dOn+fDhA3Xq1GHJkiVkZGSQJQhMu3ieHffukpKZUWDWxtfXoaCgQLRJRXqfOEqLDh24fPlyseYskUioVasW/fr1o1atWsTExLBx40aUlJRYvHgxtWz6k57P51wSb+JiCY6J/lPnEIlEon87MTAiEolEon+FqlWrsmvXLp48eYK8vDy1a9dmxIgReX6D+6OmTp3KqVOnePPmzQ+fQ11dHTc3N8aMGUOTJk04efLkT5nbj6hUqRLz5s0jMDAQX19ftLW1GT16NCYmJsyaNYt79+79TzsAFUQqlXLnzh2aNGkC/BEYKc7cfiRjJCoqig4dOmBnZ4eamhrAD2eM5GSLfF+nYuTIkdStW5dJkybJthVnKQ1kdz4aO3ZssbNGsrKyGDduHHfu3OHKlStoa2sD2V1pvg+MCIIgK7qao6iMET8/PxQVFWnQoEGR8zh48CDVqlXj8ePH+Pv7s3btWsqWLSsbc+PGDezt7fH09ERdXT3XsSNHjiQhIYEjR47g5ubGjBkzqFChAvXq1ePAgQM/vNTpex07dqROnTqsWbOG5s2bs3TpUnr16lXkUr0OHTrw9u1bevfuzbp166hWrRqTjh/FJzSElCKWrWV8+Ihi+fJIhSziUlPxLqNGn6FDOHjwICYmJhgbG+dahnfo0CFMTU3R1dVl3bp1uc41f/58unfvjq+vL5cvX6a53TCSXrwiYvVawhcvI9brIgApr0KI+M2BD5u2EbbQntjzF2XnSPC7Q/jSFYQvWkaczxWyBAG/d+EAJQqCFcTf35969epRoUIFxowZ84/4OSMSiURFEQMjIpFIJPpXMTAwwMHBgZCQEExNTWXtfu/du/enzluuXDnGjRtXYN2B4pJIJEyYMIGzZ88yY8YMZs6cScYPrP//MwRBIODjB9yDnrA3MIDAzHTajxjOk6dPOX/+PKVKlWLw4MFUrlyZ+fPnExgY+Le9vDx9+pQKFSqgo6MDZP9WX0FBIVe2RUFKGhj5+vUrXbt2ZcCAAQwbNkzWmaRGjRp8/fq1xK1yc+qLfE8ikeDo6MidO3dkL7zFDYwAjBo1imPHjhEXF1fouMzMTOzs7AgODsbb25ty5crJ9ikpKeVZSnPr1i1SUlJo27atbFtRgZGcF+X8ipTmuHHjBo0aNWLr1q0cPnwYd3d3KlWqlGvMu3fvsLGxYf/+/ZiZmcm2C4LApEmTePPmDR4eHuzfv5958+ZRunRpOnbsyM6dO5EvQWHQhw8f5qrlkV8NjE2bNrFt2zZev37NhAkTaNCgASNGjCjye6B06dK4ubnh6elJoooy58PeFBkUAZCmpCKnnF0UWQCSlBTZdvsWc+fO5dq1a9y8eZPFixcjkUh4/vw58+fP5/r16zx9+pQNGzbw8uVLoqKiuH79umxJTVxcHF5eXnz58oXPJzypMH4Mhovnk/TwEWkR7wHI+BSFVq/uGC6cw9f7D0h9G0ZWRgZf/e+jP30yhovnEX/lGqlJScT9pO5W6enpDB48GFdXVyIiIggNDcXT0/OnnFskEon+SmJgRCQSiUT/SpqamixevJjQ0FBZcKRt27b4+Pj88Ev+9OnTOXbs2E9ZppPTASM4OJhWrVrx/v37P33OonxNT+fQ40Bauu5mmOdxll/zZc2t6yy/doXRZzxo7OLE7bQUZi5cwIsXLzh27BhZWVn07NmT6tWrs3TpUp49e/aXz/Nbt27domnTprm2FXc5TUmW0mRkZNC3b19q1arF8uXLUVdXl2UJSCSSEmeNRERE8Pr1a5o3b57vfnV1dY4dO8bs2bMJCgoqdo0RgAoVKtCxY0f2799f4Jj09HQGDhxIZGQkXl5eeWpv5Jcxsn37diZOnIicXPY//6Kjo0lKSsLY2DjfayQnJ3PixAmGDBmS7/6QkBD69OnDkCFDmDFjBrdv387zWUJ2QdXevXszffp0OnToINsuCAJz5szh3r17nD17lr1792Jvb4+ysjK2trasWbOm0IDM9zIzM+nbty/Lly8nLCwMHx+ffOusGBkZMXv2bFmR0R07dvDmzRvWrl1brOt06NABmzW/IqegUKzxEnk5hMw/Pvuvr0I4NHU6TZs3ly0V6t27NwA+Pj506dIFIyMjdHR0iIiIoEqVKpQvXx4DAwNsbW0JDg5GW1ubkydP8vb+A6Tx8XxYv5mI5b8iTUgk42MkAEr6eigbV0ReVZVSNaqR9jYMOUVFdIYM5Ov9AKJcD5KVkkJWUjKK8j/nleDFixe8ffuW9u3bY2hoSEBAwP/8Z4pIJBL9CDEwIhKJRKJ/NTU1NaZMmcLr168ZOnQoU6ZMoWHDhpw4caLERUe1tbUZOXJksV+QiqKlpcWZM2fo0qUL9evXx8fH56ecNz9BUZ9osXcXv968TkRiAskZGSRnZpAulZKSmUlSRgbRyUlsuutH8727uBPxjnr16rFmzRrevHnDvn37ZG1Sa9WqxapVq/4ndVK+rS+So7iBkeJmjAiCwMiRI1FUVMTJyQmJRJIrMAKUuM7I6dOn6dy5c6FLPGrWrMnatWvp168fmZmZJarvklOENb8gX2pqKn379iUtLY3Tp0+jqqqaZ4zC7y/tOd8DHz9+5MKFC9ja2srGPHr0CEtLywKDDx4eHlhZWaGvr59re2xsLDNmzMDKyooGDRoQHBzMwIEDZQGXbwmCwPjx46lcuTKzZs3KtW/FihVcvHiRixcv4uLiwq+//oogCMyYMYOFCxeWKCgC2UE2FRUV+vTpg7KyMr169WLx4sX5jp0+fTpv377F09MTFRUVTp48yebNm7l48WK+47+VkJaKT9gbyOd+86OorUVGTIzs76kvQ8hKTSM8Pl62LedeExIS+PTpE+7u7qxbt45evXrRunVrRowYwcePH6lYsSKDBw/m5cuXfPjwAVWJBJUqZlRcuZSKK5diZL8QVcua2Sf99msnSwCJhIyYz3zcugN5dXW0+vRAoWwZlBTk0SyV92voRwiCQOXKlYmMjCQyMpKIiIh8u9yIRCLRP40YGBGJRCLRf4KioiK2trY8ffqUhQsXsnbtWiwsLNizZ0++vzUuyKxZszh06BAfP378KfOSk5Nj/vz5uLm5MWzYMJYvX/7TC6A++hSJzYmjxKWlkpxZ+LKdnCDJyDMeXA97C2S/lDVq1IgNGzYQHh7Ojh07+PjxI82aNeOXX35h7dq1JV5mUlz/i8DI/PnzefXqFUePHpUFDDQ0NGRLaQBatWrFlStXip1tdOrUKVk3msIMHz6chg0bcvr06RIF6po1a4aiomKeYE1ycjLdu3dHRUWF48ePF1qQ9NsCrM7OzgwYMIAyZcrI9hdVePX7ehMZGRls2bIFc3NzkpOTCQoKYt68eZQqVarAc2zdupXAwEBcXFxyBTo2bNjAoUOH8Pb2xtnZmQ0bNpCens7q1auZMmVKgecrzJMnT6hWrZrs78OHD2fs2LEAzJw5k3LlytGiRQtSUlJQUlKiU6dO9OvXD11dXdzc3Dhy5Ag9e/akTZs26OvrM3fuXIyNjRkzZgxXr16lVq1aNG3aFGMDQ778XrMj+tARIp1dCF+8nC+nzxJuv5KYI8eAP2p5xBzzIONTFMnBL4jzuULcJR8QBO5euICysjLNmjVj+/btAKxatQoPDw9sbW158OABt2/fpkuXLowePRoFBQUSEhJ4+vQp1tbWVKxYkY8XfUgJfsn79VvI/BLLx+1OfNi4hbSI96R/+MjXR08IX7qClOfBqJiakB4RgULZsqg3rE96xAcyY+MQBGhrasbPYG5uTlJSkqwbVs6yGpFIJPqnEwMjIpFIJPpPkZOTo2fPnty5cwdHR0eOHj2KmZkZGzduLLLAIoCuri7Dhg3LU/Twz2rVqhX379/Hx8eHzp07E/PNb5D/jOikJGw9jhfYEaMgqZmZjD93itDY3AEIOTk5mjdvzrZt23j//j3r1q3j9evXNGjQACsrKzZu3PjTlgWFh4eTmppK5cqVc20vTmAkKyuLqKgodHV1Cx23efNmPD09OXv2bK7MChUVFdLT08n8vUaEmZkZ8vLyvHz5ssh5x8fHc/v27VzLQgqzfft2IiIiePToUbHGQ3awauLEibmKsCYmJtKpUycqVKiAm5sbSkpKhZ5DWVmZ9PR00tPTcXJyYuLEibn2F1ZfJDw8nICAALp3744gCJw6dYqaNWvi5eXFlStX2LlzZ5HP3tfXl9WrV+Pp6Znr2Ts7O7N161a8vb1xcnLC0dGR1NRUduzY8acKf8bFxeUq6qqrq0ulSpW4c+dOntocqamp3Llzh27dujFkyBAcHByoW7culpaWBAYGMmPGDLy8vPD09JRlej1//pxNmzbxq+dJYu/eI/VtGAAKZctSpl1rkp+9QHfUcFJevspVy8NoyXyQk+OL5xkSrt6gbPs2KGiWQ7dHV9TV1Xn58iX29vYA9O7dGxcXFxQUFDh79iwLFixg1qxZsi5CJ06coH///ri7u+Ph4UGnVq2oOG4UmTExRKxei0olU+R/LyqsZKBPwtXrSOMTUG/UAOWKRqhUrQoSCeGLlpH8NAhFbS0qZ4HuN8/tz1BWVsbd3Z1p06ahp6eHuro648aN+ynnFolEor+SGBgRiUQi0X+SRCKhVatWXLx4EU9PT27fvk2lSpWwt7fn8+fPhR47Z84cXF1diYqK+qlz0tfXZ/369dy/fx9dXd1cL4H29vayl6OS2P/oIanSogtA5iddKmX7vbsF7peXl6d169Y4OTnx4cMHli1bxuPHj6lVqxYtWrRg+/btfPr06YeuDdlLH5o1a5ZnyYSWllaRgZHPnz+joaGBsrJygWOOHj3KunXruHjxIlpaWrn25SynySnymlNnpDjLaby8vGjevHmeuh4FUVNTw87Ojhs3bvDkyZNiHQMwePBgfH19iYiIIDY2lnbt2lGtWjVcXV1lmS+FyckY8fDwwNzcnJo1a+baX1hg5MCBA9jY2PDs2TNat27NwoUL2bx5M15eXnnOk5+wsDAGDRrEoUOHMDExkW0/ePAgy5cvlwVFXFxc+Pr1KwcOHKBv375FnrcwioqKueqqXLt2jQ8fPqCjo8PUqVNRVlambt26JCQkoKKiwoEDB6hRowZbt24lNjaWz58/U716dapVq8axY8eoW7cu5cqVk2V4WVpa0qBBA1Q1NFCzqE7a74ER5YpGyCkro2yoj1ypUiAIeWp5COnp6I4eQcWVSynXuSMAelZWfP78maioKBYuXAjA0qVLGTFiBFu2bKFv376MGzeOkydPcujQIdLT03F2dqZdu3Z8+PABBQUFfC5d4svR40jkJKiYVUKrV3fZ/cupKKMzZAAK5cpSrmN7AORVS6E/bRLGq5ehM2QgVewXYz9ylOwYOzu7fDM8rK2tuXr1arG2W1lZERgYSFRUFAcOHCgygCcSiUT/BGJgRCQSiUR/SkpSKud3X2Ziw3kMNhnPAMMxjKgxjR3T9vLhdeTfPT0AfvnlF9zd3bl58ybv37+nSpUqTJ8+vcAiq/r6+gwcOJD169f/1HlkZmYyYMAAnJyccHd359ChQ4wfP/6Hi8VmSKUceBJIeglrqeSQCgLnX70g4bsinflRVFSkQ4cO7N27l48fPzJ79mxu376Nubk5bdq0wdnZucRZMPkto4HsjJGigldFLaO5cuUKkydP5vz58wUWF/1+OU1xAyOenp75dqMpjL6+Ps2bN6dfv365rlkYDQ0NBg0axMaNG2ndujVWVlbs3Lkz31oe+cnJGPm+RS9AWloaL1++xMLCIs9xgiCwe/duwsPD6dKlCwMHDiQwMJCOHTsW67rJycn06tWLuXPn0qZNG9n2kydPMnv2bC5evIiTkxNubm4kJyfj6elZ7HMXxszMjNevX8v+fuXKFTZt2oSpqaks+Jbz35yizWZmZsydOxdFRUXZ96GtrS2fPn0iKCgo1/lz9pdWVkFOyK7Z8ftJc/8X8q3l8T21fAIGZmZmpKSkEBAQwLVr19DT02PHjh00btwYQ0NDLl26xOjRo9HW1kYQBB4/fsyHDx+xXGGP9iCbPOeTxiUU+LxUFBToWLkyVoZGBY4RiUSi/y/EwIhIJBKJfkhSfBJbJuyin+4oHGe48vL+a6LCY/j8IZZ3we8543iJ0bVmML3FYoL9X/3d0wWgatWq7Nq1iydPniAvL0/t2rUZMWIEwcHBecbOnTuXXbt2/bQlL5C7OGSfPn2YPn06Hh4e9O/fP08HkeLwDn2N9E/WK5GTSDj5PKjogd9QVlamW7duHDx4kI8fPzJx4kQuX76MmZkZnTp1wtXVtchWs5B/RxooeClNYloax589Zcvd22x//BDlZk24+vZNnmcQGBjIgAEDcHd3x9LSssDrf1+AtVWrVvj6+hZaAyYtLY2LFy/SrVu3Iu/vW3Jycpibm9O0aVPGjRtX7GBYv3792LJlC+3bt2fjxo0lKkiqpKTEw4cPefv2bZ56KM+fP8fU1DRPfZCkpCRGjhzJu3fvqFWrFi9evGDMmDHFylCB7ODB6NGjsbCwYOrUqbLtFy5cYPz48Zw7dw5nZ2eOHz9OcnIyFy5cKLCzT0m1b9+et2/fcunSJRISEnB3d2fZsmX5BpICAgIwMjLC1taWWrVqkZqaytmzZ4Hs5zZ58mSCgoK4ceOG7JjHjx9z9+5dqpZSJSHoGSqmJgXOJb9aHt+SV1PDQlGRrKwsPn/+TOrv7XKHDh2Knp4ePj4+VKhQgZcvX+Lj48OgQYPy3EebNm1wcnJi1/btvP3Nga8nT6EoJ4+cigryaqpUmDSehOs3yE8pBQWaGlVkTduOJS5yKxKJRP9FYmBEJBKJRCUWHfGZcfXmcGHPFdKS00j9mppnTGZGJumpGTy9Gcys1vZcO3b7fz/RAhgYGODg4EBISAimpqaydr/37t2TjalYsSJ9+/Zl06ZNP+263xeHnDlzJr6+vmhpaeHs7JxnWcry5cvR09PD0NCQAwcOyLYvXryY8uXLM75PH16s+I2UVyGkvArh49Y/6lFEHzpC4t3s+0kOek7E6rWEL15GrNcfXTcSb9/lxYKljG/ZiqVLl8q2X7p0CXNzcwwMDFi9ejUAb9++zbUkImfpT6lSpVBUVOT+/fvIy8uTlpaGp6cnxsbGdO/enUOHDuWbIREfH09ISAh169bNs+/7wMjLzzHM8b5AI5ed2F+7wua7fnh/iSG2elUme53FysWJ7ffu8CUlmTdv3tClSxe2b9+OtbV1oZ/H94ERIyMjNDU1efr0aYHHXL16lerVqxe7TXCOnHa9W7du5fHjx+zatavIY969e8fo0aMxNDSkXr16JX6BVVZWZv/+/YwbNy5PYOP7wqtSqZS9e/dibm7O9evXmT17Nr/++iulS5cu0TU3bNhAcHAwzs7Osvleu3aNYcOGcfLkSZydnTl9+jTp6en4+vryyy+/lOj8hSldujTnz59nzpw5VK1alX79+hVYGLZt27ZIJBIqVKjA2bNnMTIywt7enozfa/VoaWnRsmVLpk+fLqtDU6dOHSZPnswv1aqhWrkyykaGBc7l+1oeCtpaZERHy/Zrd+3EubXrKV26ND169JBlPzVt2pTg4GDmzp2Lubk55cuXL/AaW7ZsYf/+/cyZMwczIyOuHTlKSxMTNFu1JP7iZSJ3OKNsVinXMaqKipRSUGRE3V9w6toThWJmH4lEItF/XfHC/yKRSCQS/S4x9ivTmi0i5v0XsqTFy1ZIS05nnd02VEuXokGHOn/tBEtAU1OTxYsXM2PGDFxcXOjTpw9Vq1Zl3rx5tGnThvnz59OgQQNZR4s/K7/ikLq6uuzcuZOoqCj27duHlZUVtra2hIeHc/XqVV6+fEl8fDz169dn6NCh+Pn5cejQIYKDg5l86ABuU6cXek3p1698PuGJ3uTxyKmp8sFhE6q1aqJsaMBnj9Poz5hCoxoWPD7hSWJiIunp6QwdOpQLFy5gYmJCy5YtqVu3LtWrVy/wGgsXLmTbtm20adOGcePGsWDBAnR0dDh16hRubm5MmDCBdu3aYWNjQ5cuXVBVVeX27dvUr18/3/oD3wZG9j0KYM2tG2RIs5AK3329SSQkZaSTlJHO9nt3cb5/j5RDR5g3bx79+vUr8vP4fikN/LGcpqBMk1OnTpV4GQ1k12vJyspCVVWVY8eO0bx5cxo2bFhgV5jQ0FDatGnDpEmTqFixItu2bcPGJu9SicLIyclx6dKlXAVcc3xbX+TKlSvMnDkTVVVVDh06RK9evX6oxaq3tzcODg7cvXtXFpC4e/cu/fr149ChQ7i4uODr64sgCNy4cYNKlSoVccaSa9CgAYGBgbm2fVsD49v6Gbdu3co1bsSIEZQpU0ZW+8fOzo7Nmzfj4uKCh4cHL168QE9Pj1WrVlGjQ3tmXb+CzuABsuM1GjUAwGhpdr0Q/Wm5ly/lEASBctravE9K4pdffqF///707t0719IwOzu7XDWITExMcnWGysrKYvXq1ZQuXZoPHz7IAijO5uZ8sm7LoYGD2ffwPokZGZRr2RwhKwu1TCmL2rSnW9VqlCqkzbRIJBL9fySGiUUikehfwt7eHolEQnR0NIIgoK6u/kMdHP5s2vTm8c7ERsZxKdOda8JprgqnCBRuki78sRQkRUjipnA+13FpKeks7+tAcmLKn7p+SRVUTPBbampqTJkyhdevXzN06FCmTJlCw4YNCQgIoGvXrmzZsuWnzCW/4pBubm5AdmFHOzs7fvvtN0aNGoWOjg6bN29m48aNDBs2TJZNcvfuXTp37oympiamFhYoGejnf7Hfl2qkvQ1DGh/Ph/WbiVj+K9KERDI+Ztd+UTEzJfbcBR54eFCpUiXc3d1xdHSUFeosV64cw4cP5/z58/mc/o+lIM2bN8fBwYF9+/axYsUKKleuTJkyZRg2bBjnzp3jzZs3dOrUiV27dsnqt+zZswcrK6t8p54TGHF+cI+1t26QmpmZNyjyndTMTBIz0qFvL6xt+hc6Nsf3GSNQeJ2RrKysYrfp/Z6cnJxsiU61atXYvHkz/fr1IyEhbw2I4OBgWrZsyezZs5k5cyY9e/YkJCSk0EyW/CQkJNC0adN8sw4ePXqElpYWPXr0YNSoUSxcuJCbN28SERGBlZUV+voFfF0VIDQ0lCFDhnD06FEqVqwou0b37t3ZvXs3rq6uXL58GWVlZW7duvWXBEX+rDVr1nDo0CEeP34MZH8OISEhvHjxAjc3NypVqsSLFy+YMWMGHWpYULeCHsry8iW+jpCezmvXA9ja2nL58mUmTpxYrLbTOTIzM7G1tSUwMBBfX988n6+uujozGjdlXrny1Pe7R9D4KWyraoHO+Uv0t6glBkVEIpEoH2JgRCQSif5lnj17RlhYmKybRmG+/y3jnxUfk8Dt0/fJSM9OLW9GF1rSHVU0eE3x6lRcPng9z7Yf7cjysykqKmJra8vTp09ZuHAha9eu5fr16zg4OPyUWiP5FYf89rfb5cuX5969eyQlJVGrVi26detGlSpVci2jkUgksqCEUZnSSAqoVZEZn/3CLQigUsWMiiuXUnHlUozsF6Jqmd1VRHf0CEo3a4z0UzROTk54e3tz5MgR7t27h7q6OiYmJmzfvh0fHx+2bNlCUlKSrIBtRESE7Frbt29n1apVxMTEUL9+fZ4/f55rLpqamowcOZJLly7x6tUrWrZsyaVLl9i+fTu2tracP3+e9PR02XgtLS2iVJTZdNePlMySddzJlJMwzOMY8al5l3d9L7/AiLW1NdevX5ctn/jWgwcPKF26NObm5iWaE/yxlCbHoEGDaN26NWPGjMkVZHry5AmtW7dmxYoVTJgwAcj+uhw9enS+mR8FycrKIjo6mu7du+fZFx0dza1bt5g7dy7Nmzfn+fPn9O3bF4lEgqura4kDrklJSfTs2ZMlS5bQokULIDuo0KlTJzZt2sSBAwe4ceMGmpqa3Lx5EwMDgxKd/39FR0eHpUuXYmNjQ+vWrbG2tqZMmTI8fvwYIyMj7OzsZHU+JBIJTl17UllTC2X54idgK8vL49i5O50aNMTJyQlLS0tevHhR7ONTU1Pp27cvnz9/5uLFi5Qpk7eoa463b99iamKCsoIC9erV4+HDhz9c6FkkEon+68TAiEgkEv2LmJmZERQURFBQEGZmZv/z63u5XMmTcSKRSNDDmFiiCzjqD6lJabivO/2P/8e5nJwcPXv25M6dO7i4uKChoYGZmRkbN27M8yJdEvkVh2zVqlWuMerq6ri5uVGrVi0iIyNRUlLi+PHjsv2NGzfm3LlzfPnyBcP4r6R9+Jg9ZxUVMmPjEQSBtIj3pIZkB2BUTCqS9u496ZGRZGVk8HG7EykvQ8hKSyNi5RpU9fWoV60aqampXL9+nV9++QVlZWXOnz+Ph4cHX758ITg4mOTkZOLi4mjRogVmZmbs2bOHrVu30rFjR8qWLcuJEycwNTXFwMCAmzdv5vqMjxw5gra2NqqqqhgbG7No0SJSU1PZvn07fn5+rFq1Cn19fUaNGoW3tzelS5cmpV5tUksYFMmRJpVy7FnR2RU5S2m+DcyVL18eTU1NWrdunWe8p6fnD2WLQO6MkRybNm0iODiYnTt3AtmBl3bt2rFhw4Y8wYnRo0dz+PDhfDNM8nPhwgUUFRVz/ZxIS0tj/fr1VKtWDYlEQnBwMLNmzZK1PA4PDycgICDfYEpBBEFg+PDh1K9fXxbIefPmDe3bt2fFihUcOXKE27dvY2RkxNWrV9HW1i72uf+XctpRr1q1ioiICMzNzQkPD2flypWYm5vj4eHB2rVrc2UTqSoqcqzfAFoam6AsL4+CpOB/Vgtp6ZRTKcWRPjZ0sqjJiRMnOHz4MB8+fKBOnTo4ODgUWvQXIDExkS5duqCsrIynpyeqqqqFjv+2LpCuri4qKiqEhYUV/6GIRCLR/yNiYEQkEon+RWrWrCkLjNSsmf1b//wKZW7ZsgVtbW3evXtHvXr10NbWzpVhcvjwYQwMDKhUqZKsJeWrV69o0aIFFSpUoE+fPiQnJwPIfoPs4ODA8IWD+ZKcfxtVCYUv0bkpnCdFSCIuOh43lyNYW1sTFRWFtrY2a9euZe3atWhra+Pi4gJAVFQUbdq0oXz58jRs2FD2D/qcf+xfvHiRGjVqyIpYJicnY2dnh46ODrVr1yYgIEB27YiICBo3bky5cuVYt25dsZ+3RCKhVatWXL58GXl5eVldBHt7+yLbyeYnv+KQnTp1yve6GzduxNDQkP79+7N//37U1dV5+fIljRo1ws7OjurVq7N17Vo0f++MoWRogJK+Hh82bCHh6nXUfs8KkdfQQGdgfz7tduWd/SpUKpmiVssCOWVlSrdsRthv67ly1J3Bgwfj5eVFnTp1qFKlCu3ataNRo0ay4pt9+vRh0KBBCIJA+fLlGTNmDAMGDGDy5Mn06dMHZ2dnbG1tefXqFbNnz6Z06dJYWlrSvXt3bt++zaJFi+jevTsDBgzg2LFjmJubU7FiRQwMDLh16xYBAQFUr16dhQsX0rBjR9DSLPHzzZGamcmugPtkFRGAyy9jBKBbt2507tw5z/YfadObI6fGyLdKlSqFu7s7S5YsYe/evXTq1ImdO3cyYMCAPMcbGBjQpk0bDh48WKzrbdu2DVNTUzIyMhAEgePHj1OjRg2uXr3KqlWraN68OTo6OrmOOXDgADY2NqioqBT7vtasWUNYWBg7duxAIpHw/v172rZty8yZMzl+/Dj37t2jRo0aeHt7F5rd8HcQBAFfX1/69euHhYUFnz594uLFi/j6+uLh4ZHrZ6axsTFubm4MGjQoVxaeAhL6KKtS79lLku76Q0YmkowMFLOyUFdSQllenroV9NB/+owxKFC7wh9LZnr06EFoaCjt2rVj0aJFNGzYsMAW4p8/f6Zt27aYmZnh5uaWb22e77158yZXweR69erl+rkoEolEoj+IgRGRSCT6FzE3N+f58+cEBQVRvXp1Pn/+zNChQzly5AhPnz7lyJEjeHl5MWXKFGJiYjAyMiIgIICYmBjU1NRk5zl37hxv376lXbt2ODk5AdltIhcuXMjHjx/R0NCQbYfs4MubN29oqtQBVdRzzSlLyOIDb9Gk4O4J35JXkCc+JrvgZfny5YmJiWHOnDnMmTOHmJgYRo4cCcDx48dp0aIFUVFR9OrVi+3bt8vOERsby6ZNm/D09GTo0KEArFq1CoDIyEhmzZqVq3ikk5MT+/bt4/z586xYsaLYzztH9erVadeuHY0bN5YtJalSpQrTp0/PtaSkOHKKQ0ZGRrJ8+XLZ9u+XE5mYmBASEkJUVBQVKlSgdu3ass/Q3t6eT58+sXv3bqRJSQiZUiQSCbqj7DCYORWdIQMpP3yYrBikas0aGC2ah/Eqe7R6/ZENUKFNK1bsd6VevXrcvn2bx48fM3nyZO7du0dKSgqXLl2iYsWKsva8T58+RUtLi7p167Jz5062b99Oly5dcHFxIT4+nrS0NOLj44mLi+Pdu3fs27eP4cOHY2xszOvXrwkICOD06dN07NiRFy9eMHbsWIKCgpgzZw7nzp3DwsKC/fv303flMiRyJa/d8K3kjHT83oUXOkZdXT3fjjn51Rl59eoVX758oWHDhj80n/wyRiC7hfT48eMZNWoUjo6OhQZeJk6cyPbt24vMuAoJCeH+/fsYGxvz9OlTmjdvzsqVK3F2dubMmTN8+fJFVng1hyAIJV5G4+XlxdatWzl58iQqKipERUXRtm1bRowYwenTp3n48CFWVlacOXOmyOyG/6X4+Hi2bt2KhYUFkyZNolWrVrLgTq1atahfvz69e/dm4cKFuY5r3bo1c+bMoWfPnpw7d46xY8eip6fHwoULqWtaiVsrf+XZ1BnUCX7NEI1yuPXuzzW7UZzoP4h1Y8fz26+/yrre5NDU1OT06dO4ubnx8uVLzM3N2bVrV67P+MOHD7Rs2RJra2ucnJyQL2Zdk7dv32Jqair7e926dXn48OGfeHIikUj03yUGRkQikehfpFSpUiQnJ/Pq1SvMzMzw8/Ojbt261K1bt9BCmd9bunQpioqKWFlZkZCQQGJiIv7+/tja2qKnp8fZs2cJDg6WjS9btixbt25FQaqUaynNLc5zk/Okk0olahTrHgRBICMto8hx48aNo1atWkycOBFnZ2eioqJk+1JSUnBycqJq1aqy325fuHCB8ePHIy8vz9ChQ7l+/Y9aJsOGDaNq1apYWVnl+yJcHIsWLWL9+vUYGhqya9cunjx5gry8PJaWlowYMSLX8/qZtLS0OHPmDF26dKF+/fr4+PiQlZWFo6MjdevWRT4jE+mrEORLuDxJRUEBa5NKzOvZm2vXruHs7Mzu3bupUaMGBw4cQF5eHmtra1q3bk3Hjh0ZMmQIFhYWaGho4Ovri4qKCqqqqnTu3BlDQ0PGjBkDwPnz56lRowbVq1fn1KlT9OrVixkzZrB161YGDRrEqFGj6NKlCxs3bmTq1Kno6Ohw+/Ztpk2bxsCBA+nSpQun7t4h5cXLPC2GMz5/4d2yVcT7XiNswVIifltP5u9LS5KeBPFuxa+ELbTn83EPMrKyePE5Bnt7e5YsWcKcOXPQ0tKSFb89c+YMW7ZsYevWrXl+iy4vL8/ly5dzFcrdvXs3APr6+gVmVOnp6RVYL+L7GiM5Lly4wM6dO+natSuHDx8uNOhhbW1NVlZWrq/t/OzYsYO+ffvy6NEj1qxZw4gRI3jw4AFt2rQBcnekyeHn54eioiINGjQo9Nw5Xr16hZ2dHe7u7hgYGBAbG0v79u3p0aMHFy5c4MmTJ3To0AF3d3fZUp2/26NHjxg7diwmJibcvHkTR0dHnj59yoQJE/K0JV61ahUeHh7cv38fyG5nfOXKFV68eEFwcDDDhg3DzMwMf39//P39mTVrFiYmJqgoKJIYFkYDA0NqltelvFp2ILlJkyZUqlSJQ4cO5Tu33r178+bNG6ytrZk0aRLW1tZER0cTGhpK8+bNGTJkCGvWrCl28eysrCzCw8MxNjaWbRMzRkQikahgYmBEJBKJ/mW0tbVJSEhAQSFvwb9vC3MWJqfuQM4/sgVBQEVFhcjISCIjI3n//j2//fabbHzDhg2Rk5NDuVTu9O2mdKaFpCu1JFYoSopO7c65ZmJq0XUSJkyYgLu7O71792bu3Lm59unr68s6X3wr596lUmmujJfv7/dH1KpViyZNmuDs7AxkL21wcHAgJCQEU1NTWrZsSZ8+fbh3794PX6MgcnJyzJ8/X5bKb2pqyr59+2jevDkGBgZsGTWGlIeBKMsV83/rGRkYZQls7NBZ9kysra3zDZBkZWVhbm5OaGgoEomEAQMG0Lt3b/r160ePHj3w8/MjMTERV1dXRo8ezciRIzlx4gSvX7/G3d09z2+oBUHg1q1bdOnShRo1ahAaGkqfPn1ISEjAyMiIdevWYWxUkc8nPKkwfgyGi+eT9PARaRHvgeyisplx8VRcsQSFsqVJepB9/sRbtylvN5SKyxeT8iqEr+/fk/h7YMPFxYUyZcoQHByMsrIyKSkpjBgxgrFjx9K1a9c87V3V1dVRVVXF399fts3R0ZEJEyYUmlEVEBBA5cqV833k+S2l8fT0ZNiwYXh6enL06FFCQ0NzZUZ9TyKRMGHChEKLsEZGRuLo6Mjhw4cpW7Ysv/76KyNGjMiVZRAYGJgnMJIT4CnO90hiYiI9e/ZkxYoVNG3alMTERDp16kSzZs3w9fXl2bNnDBgwgL179+b7c+p/KS0tDTc3N5o1a0aXLl0wNDTk2bNnHD16lJYtWxZ4v+XKlWPVqlUMHTqUcePGoa+vz+zZs6lUqRIPHjzAyMgIJSWlXBkZOT59+oSurm6e7UuWLGHVqlX5FvaF7CDo+fPnOXjwIA8ePMDY2Jj69esza9Ys5s2bV6L7joyMpGzZsrK2ySBmjIhEIlFhxMCISCQS/cvUqFGDatWqAdm/hQwMDOTRo0fExcXh6uqaqzaCtrY2b968ISsrK1dNDLnvXqBLly6NhYUF+/btA2DOnDn5LjmpXDfvS0BxKaBIKsmkpqRx5rJnrn0584TsjhkAN2/eZNiwYdStW5ejR48Wef727dvj6OiIVCrFy8sr14vr9/f7oxYtWsS6detI/abjiaamJosXLyY0NFQWHGnbti0+Pj4/tchsRkYGfn5+speq58+fk5GRgYuLC9OmTmXPoGGsaN0OfQ0NVAtox6mmqIhWKVVG17QkYNkqnnwXEIDsAMnVq1dxcnJi9+7dbN++nZcvX5KUlCTLVAJo06YNHTp0oEePHgQEBKCtrU16ejpRUVFYWFhQtmxZ3rx5g6enZ64XwdjYWJSVlWWBLR0dHaZOnYqysjJ169bl/fv3xAUHF9hiGKBcl45I5OVRrliRrN8/C+1B/UkNfUPU/kNkfv4MScmy51CrVi0WLlwoq6nx4sULdHR0qFmzJpmZmfTu3TvPcyhXrpxsOU1oaCiJiYls37690IwqPT29Apc5fL+U5ujRo4wbNw4vLy+aNGmCiooKx44dY/ny5bIshfwMGzaMS5cu8fHjx1zbMzMzcXZ2xtzcHB0dHZ48eULDhg3zvPgnJSURHh4u+xkC2fV5Tpw4wZAhQwq8bo6srCyGDRtGs2bNGDNmDCkpKXTv3p1q1apx8+ZNXr58yfjx49m8efNP+777EWFhYSxYsICKFSuyd+9eZs6cydu3b1m8eHGhrXGlUinXr19n0qRJLFiwgHfv3hEZGcmtW7d48OABc+fOxcLCAg8PD3777Td8fX3znKOgwEjLli3R19fnyJEjhc69X79+eHh4IJVKSUhI4OzZs8THx5fo/r8tvJrD2NiY1NRUIiMj8z9IJBKJ/h8TAyMikUj0L1O9enXZS42Wlhb79++nf//+WFhY0L9//1yBkeXLl2NnZ4eWlhaXLl0q9LwHDx5k165d6OjoEBISwpIlS/KM6T+7B6U0il+Y8VvGmPOMB7wqHUDvPrlfRAcPHszbt2/R0tKS1RiZPn06w4YNo2nTplSrVo2XL18Wev5FixYhCAJ6enosWbJEFuT5merVq0e9evXYs2dPnn1qampMmTKFkJAQhg4dypQpU2jYsCEnTpwosttEUe7fv0/9+vW5efMmLi4uSKVSateuzYMHD+jWrRsbN26kffv29K1Rkxt2o3Hp1ouyX+LI/PIFVSSopKXTzKgiWzt14+6occzv0BlHR0f69evHly9f8lwvp+js1atX6dq1KwEBAQQFBREeHi570f72v/Ly8igpKdGnTx/at2/P169fOXPmDGPGjOHkyZNoa2vTo0cP/P39efHiBU2bNkUqlRIWFoa6ujoLFiygc+fOHDt2jLlz55Lw8SMqlfNvMSyvoYFcTuHJ39/5s1JS+LB+M0gklOvQDmXjiijKyWGgkb08wsrKKtf9CYKAnJwcGhoafP36Nd8X+LJly8oCI15eXsjLyxeZUVWYbwMjrq6uTJ8+nUuXLvHLL7/IxpiZmbFjxw769+9PXFxcvucpU6YMNjY2sqLDkJ2xUrduXdzc3Chfvjx79uzB0NAQJSWlXG2QAZ4+fUr16tVR/CZ45uHhgZWVFfr6+oXeA2QvMYmKimLLli2kp6fTp08ftLW1uX//Pm/evGH+/PmsXLnyT2Vn/aisrCwuXLhA9+7dqVevHikpKVy/fh1vb2969epVYPZKVlYWN27cYPLkyRgZGTFlyhT09fW5ceMGfn5++Pn55Skca2pqysGDBxk0aBDh4X/UspFKpXz+/DlPYdscixcvZtWqVfkuq8rh6+vL4MGDOXHiBPv27cPX15eKFSty4cKFYj+L/AIjEolE1rZXJBKJRN8RRCKRSCQqpszMTKGv7kihraTvD/3pqjFEeHz92d99G3/K3bt3BSMjIyEtLa3QcVKpVPDw8BAaNmwomJubCy4uLkUe872kpCRh5syZQvny5YUDBw4ILi4ugo6OjnD69Gnhy5cvgpGRkaCmpiZs3rxZyMrKynWsubm5UL16deHYsWNCr1698j3/tGnThC5dughSqbTAOSxdulRYsmSJYGNjI2hpaQm6urpCs2bNhN27dwt79+4VbG1thTdv3gjGxsbCp0+fhPLlywtBQUFCSkqK0KBBA+HUqVPCy5cvhcWLFwsGBgaCRCIR5OXlBQUFBaFs2bKCpqamYG9vL3h6egp9+vQR9uzZI5wNeCDIq6sLBvNnCcYOvwpKFY2E8qOGC4ZLFggKmuUE080OgulmB6Fsx3ZC2Y7tBP2ZUwX5smUFk/W/CXpTJgoSJSVBd9woYeacOcKECROEpUuX5rqnr1+/CpqamoKjo6PQokULwdTUNNcYX19foVmzZoKampqQlJQkdOvWTTA1NRVcXV0FQRCEKVOmCNOnTxcEQZA9g6KcOHFC6Nmzp7Bjxw7B0NBQeP78eYFjJ02aJPTq1SvPZ5rj0aNHgoGBgfDw4UOhY8eOQpUqVQRPT0/h2rVrgrm5uey46dOnCw4ODrmOdXJyEuzs7HJta9u2rXD06NEi7+HUqVOCoaGh8OHDByEjI0Po06eP0LlzZ6Fq1aqCurq64OjoWOQ5/goxMTHCunXrBDMzM6Fu3brC7t27ha9fvxZ6jFQqFW7evClMmTJF0NfXF2rVqiWsWLFCCA4OzjN22rRpwogRI/I9z7p164R69eoJycnJgiAIwqdPnwQtLa0Cr5uVlSU0btxYOHLkSL77T506Jejo6Ai+vr6ybdHR0UKLFi0EeXl5wcbGRnatwqxcuVKYN29enu2zZs0SVq5cWeTxIpFI9P+NmDEiEolEomKTl5dnxOqBKKuWvJiiorICJhZG1GxWrejB/2ANGzakevXqRWakyMnJ0bNnT+7cuYOjoyNHjhzBzMyMjRs35tsiNsenr1/xfx/BJk8PanZoT1hMDA8fPsTf3581a9Zw7do12rVrR48ePejbty+PHz9m37592NjYkPB7IdKMjAxCQ0OpVq0a5cqVKzD7YO3atcTGxubKfsiPRCKhQ4cOjB07FltbW16+fMnChQvx8/PLlQ2jo6PDqlWraNu2Ldra2nz58oVp06ZRp04dLl68iK6uLqVKlWL58uWsWrWKGjVqEB8fj6enJzdv3iQhIYGMjAyamJii07t7nhbDBVEy0EfZUJ/wxcuJ87mCsoE+FoIc8sD+/ftxdnZm27ZtsuVkampq7Nq1iyVLluDv70/VqlXznFNeXp46derg4+PD1atXOXLkSJEZVYWRl5fn1atXrF27lmvXruVayvI9BwcH3r17x+bNm/PdX6FCBaRSKS1btqRjx448ffqUHj16sH37diZOnCjL1sgvY+T7wqvh4eEEBATQvXt3ChMcHMyoUaM4fvw4urq6jBgxgs+fP/P8+XPev3+Pk5MT48aNK+7j+Cn8/f2xs7OjcuXKPHnyhEOHDvHgwQNGjhyZqwtXjqysLG7fvs306dOpWLEiY8eORUtLCx8fHx4/fsyiRYswNzfPc9yyZcu4cOECt27dyrNv5syZVK1alXHjxiEIQoHLaHJIJBIWL17MihUr8mSSHTx4kDFjxnD+/Hmsra1l27W1tbl27Rq7d+/m1KlTGBoacvPmzUKfTX4ZI4CYMSISiUQFkAjCT1wALRKJRKL/FxxnuHLO2Ye05LSiBwMKSgpo6ZfD8cFaNMqpF33AP9ytW7cYMmQIL1++zLUkoSgPHjzgt99+4+rVq0ycOJHJkyejpaVFliBwPewtzg/uEfDxA9L0dDIzMymlWoosJEg+fUIn7B2em7dSpnRp+vfvj5KSEocOHUJOTo7U1FSmTZuGr68vx48fB7Jbi44YMYL+/fszevToArtRvH//nvr163Pw4EFZ15KiCIKAl5eXrL1zrVq1SElJ4cmTJ2hoaFC7dm1q165NnTp1qF27NpUrV0ZeXp7o6GgqV67Mly9fZLU4MjIy8Pf3x9vbm0uXLvHgwYPsJVHt26LYxpqsYrYm/ZaKggIXBttSsUxZpFIpPj4+7Nu3j3PnztG6dWtsbW3p3Lkzr169on///gQFBeV7niVLlvD06VMSEhLw8fEp8Ty+NWTIEDw9PXn+/DlGRkZFjn/z5g2NGjXi7NmzshbBqampbNq0CQcHBxo2bMjXr19lHWrev39PrVq1ePv2razDytKlS5FIJLnaQDdt2pSVK1fSqlUrIHtpzPv37wst6BofH0+jRo2YO3cudnZ2TJgwgYcPHxIREUFcXBxubm5FBlZ+luTkZI4ePcqOHTuIiYlh/PjxjBgxAm1t7XzHC4LA3bt3OXbsGMeOHUNdXR0bGxv69etHjRrF66QFcPjwYX777TcePHiQZ0lOUlISTZo0YdSoUVSvXp3Vq1fnaff8/ZwaNmzI/PnzZfVttm3bxpo1a7h48WKh84qOjqZ79+7cu3cPOzs7HB0d8/0Z1K5dO2bNmkWHDh1ybQ8ODqZz586EhoYW+95FIpHo/4O/t1S4SCQSif6Vxq23RUNTncO/eiDNkCLNLHi9fCl1FQyq6LHm0uL/RFAEsl8uTU1NOXToEHZ2dsU+7pdffuHYsWO8fPmStWvXUqVKFfqOHEGQeWUSMtJJyvi9jbGCPBIFeVJzfqOso02svh69Tp2gUuAT4uLiOH/+vKyuhYqKCjt37uTAgQO0bt2aXr16Ubp0aUxNTSlbtiyxsbEFzsnAwIADBw4wZMgQ7t+/j4GBQa79giDw4cMHHj16lOvP27dvqVq1KpaWlrx+/Zr09HR+++03xowZU2ABUj8/Pxo3bpxrv6KiIk2aNCE2NpYjR47QtGlTevbsyUkPD148C0bZvMofNUWKQUVBgVWt21GxTFkgO1OjQ4cOdOjQgYSEBI4dO8aGDRsYM2YMnTt35suXLwiCkG9NjNatW7Njx45cgYWSEgSBRYsWcf36dRo1alSsoAhk17BwcnLCxsaG+/fv4+3tzbx586hXrx63b9+mYsWKGBsb8/z5c6pXr46zszMDBw7M1XZWWVk5V3ZSVlYWT548kWWMCIKAq6trgS1kc44ZMmQIbdu2xc7OjtmzZ3Pnzh0+fPhAUlISp0+fpnXr1j/4dIrv1atX7Ny5k3379mFlZcWyZcvo0KFDvl9rgiBw79493N3dOXbsGKVKlcLGxgYvLy8sLArOPCrMgAED2LVrF9u3b2fq1Km59qmpqeHh4UHjxo0ZPXp0oRkjkJ01smTJEpYsWULPnj359ddf2bt3L9evX8+3y823ctpbOzs7M3nyZM6ePcuFCxeoU6dOrnEFZYxUqVKF6OhoYmNjKVeuXLHuXSQSif4/EDNGRCKRSPTDwp5H4LH5PD4HryMnL4c0U4qQlYU0S4ogQI1GVbGZ05OGnesW+LL8b3X16lVGjx7N8+fPf7glqd/z5wy/eJZ0QFKMDh4SQUBIT8fDZgi182lXDBAUFETz5s2RSqUcOHCAZs2aYWZmVmhwBGDlypV4eXmxefNmnj17lisIAuTJAqlWrRpKvwcsBEHA19eXpUuXEhUVxZIlSxgwYECez3zOnDloaGiwePFi2bbAwEBmzpzJx48fWb9+PR07diQrK4uOHTvyIPAhVSZPJFqtFBQjM0deEFjRpj0DaloWOTY0NBQnJyccHByoVq0atra2DBkyJFcB0q9fv6KhocGTJ0+oWbNmkef8niAIzJgxg6tXrzJv3jz27t1bogKaADY2Nnh7e1OpUiU2bNhAixYtZPsWLVpEYmJidotjY2MuX76cK9vAwcFB9lwBXr9+TatWrWTFQm/dusXo0aMJCgoqsFjqkiVLuHbtGj4+PqxevZojR44QHR1NWloa3t7eeQrb/kyZmZmcO3eOHTt28PDhQ1mL5fyCB4Ig8ODBA9zd3XF3d0dZWZn+/fvTv39/atas+VOKwT5//pzmzZvz5MmTfDvbXLp0ib59+9KvXz9cXFwKPZcgCNSrVw8TExNCQkK4dOlSod1y8hMVFUWnTp149OgRkydPZv369bIiv6qqqsTGxuZq15vj+6whkUgkEomBEZFIJBL9BClJqdy/EEhcVDwZ6Zm8evuSy/cvculGyV4C/00EQaBFixaMGzeOwYMHl/j4LynJdDy4j5iU5BIdJwG0VFW5MNgWzVKq+Y5p2bIl/v7+mJiYcOrUKapXr05GRkauzikxMTG5gh+BgYE8ffqUMmXK0L59e1kApHbt2ujp6RXrxbKoAEmTJk1YtWoVrVq14uPHjyxatIhz586xdOlSRo8ejYKCAhkZGdjZ2fHs2TPS0tL4+vUrS9yPcCD4GZ+Tk0nJzCDXP1ykUuTk5FBP/MqrfQcJvuJb7KyM9PR01NXVuXz5Mvv27ePkyZM0bNiQYcOG0bNnT/z9/enevTtubm507dq1WOfMkZWVxYQJEwgMDMTLy4t79+7h4OBQZHeoHG/evGHevHn4+fmhpKTEuHHjmD17dq4x4eHh1K1bFwcHBw4ePMjly5dz7d+6dSsvX75k69atAJw8eZK9e/dy5swZAEaPHk2VKlWYM2dOvnM4efIk06dP5969exw4cIDt27cTGxsr6+JiaVl0AOpHfPr0id27d+Pk5IShoSETJkygb9++qKjk7oglCAIBAQEcO3YMd3d35OXlZctkLC0t/5LOOPPmzePdu3cFZtlYW1sTEhJCSEhInvl+SyqV0qFDB+7cuUNYWBhaWlo/PKctW7Ywa9Ys9PT0uHTpEmpqajRo0CBPS+d0qRTv1yEs8jxBsrIyUjkJSvLylFdVw7ZOXfpUt6C08o91HROJRKJ/OzEwIhKJRKKfLioqiqpVq/Lly5ci25j+G127do3hw4eTlJSEgoIC4eHhJc6IWXzuDIdePod8jkt5FULchUvoTZ6Q77FK8vKM/aUB062a5tknCAKampokJyezZs0aVq9eTWJiItu3byckJEQWCElMTMTS0jJPAKR58+Y4ODjQp0+fEt3P93PICZBER0ezePFievToga6uLm/fvmXnzp1s2rSJUaNGsWDBAlkr1LS0NGxsbEhPT2f06NH079+f69ev07hx4+yMgI8fOPQ4kLD4OJIzM9FQVEQnU4rCs2BueV3g4cOHqKurs2zZMtq1a4eFhUWRL8dKSkp8/foVJSUlkpOTOXXqFPv27cPf3x99fX2UlZVp0aIFGzduLPb9Z2ZmMmLECMLCwjh79iwaGhr4+Pjw22+/FVmrJD4+nlWrVrFnzx6mTZvGjBkziIqKolGjRnh6etK4ceNc43v27MnTp09Zt24dvXr1yrXPycmJBw8e4OzsDGTXHJFKpaxcuZLk5GQMDQ15+vRpvm16g4KCaNWqlSyos2rVKuLj41FUVOT27dv5Fqz9MwRB4NatW2zfvp0LFy7Qr18/xo8fT926dfOMCwwMlGWGSCQSWWZI7dq1//I2wUlJSdSoUQNXV9d8My7s7OwICgqiZs2a7NmzJ9/5pKWlMWTIEL58+UJkZCQODg506tTpT83r48ePtG/fnufPn8vqH/n5+QHZz8z5wT123L9LliD8sWTvG6UUFMgSBLpVrYa9dRtUS1A7SSQSif4LxBojIpFIJPrpypcvj5aWFi9evKB69ep/93R+qrS0NAYNGsThw4cxMTGhcuXKHDhwoNi1RjIzM1m3YQMHhXQk+aS5F0e6VMr+Rw+Z3LAxCt8EnhISEvD29iYzMxNFRUUOHz5MYmIiqampLF++nGHDhjF69Ghq166NiYlJvi9tx44do3PnztSqVeuHX34lEgmtW7emVatWXLlyBXt7e+bPn4+amhp169aladOm3L9/P9eSiOTkZHr16oWGhoZsCZCamposECCRSKivb0B9fYP8L7pyFV5eXnTt2pWTJ0+yZcsW0tLSaNu2Le3ataNNmzb5BgDU1dVJTExES0sLVVVVBg4cyMCBA2XFTFVVVdmxYwdlypRh2LBhVKpUqdB7z8jIYPDgwcTFxeHl5YWqanZWj5ycHFJpwbV4MjMzcXZ2Zvny5XTt2jXXcg0TExN27drFgAEDCAgIyJVd0L59e86fP59vRouysjJpaX8USA4MDGTIkCEAeHh4YGVlle8ziY2NpWfPnqxfv55nz55hb29PYmIiGhoa+Pv7U7GAZVw/IjExkUOHDrFjxw7S0tKYMGECjo6OlC1bVjZGEAQeP34sC4ZIpVL69+/PsWPHqFu37l8eDPmWmpoamzZtYuLEiQQGBqKkpERmVhYvP8cQl5rKm4x0bGfOwGn1r+zYsYOJEyfmOj4pKYk+ffpQqlQpzp07x6lTp1i+fDkdO3b8U/ehp6fH48ePWbt2LQsWLEBVVZXw8HAMDA2ZdvE8V968JiUzs8Djc/adeRnMo0+RHOljQ7kf/PkkEolE/0b/vV/jiUQikegfwcrKitu3b//d0/jprl+/ToUKFWjRogUVK1bE0tISe3v7PK038/Pw4UMaNmzI6SePUVXX+FPzSM+UsvqIG8uWLaN3796YmZmhp6fHvHnzUFFRoUKFCqxfv55Pnz5hYWGBoaEhV65coUGDBpiamhb4Ela/fn2WL19O3759SU4u2TKf70kkEtq0acOKFStITk4mLi4OeXl5unfvnuvlOiEhgY4dO1KhQgWOHDnCvHnzMDU1JTU1tUTX69SpE7169eLBgwf4+/tz48YNmjRpgqenJzVr1qRmzZpMnz6d8+fPy4qSamho5Ns++fPnz5QpU4bXr1+jqKjI+/fvadSoES1atGD37t3Ex8fnOSY1NZU+ffqQkpLC6dOnZUERyC4Cm9/XiCAInDt3DktLS06ePMnFixfZvXt3nnoT3bt3p1+/ftja2uY6z/379yldujT+/v55zv19u95Hjx7JinS6urrmG8yTSqUMGjSIrl27oqqqyowZM4iPj0dbW5tHjx79tKBIUFAQkyZNwtjYGG9vbzZu3EhwcDBTp06lbNmysmDI4sWLqVatGj179iQzM5PDhw/z+vVrfvvtN+rVq/c/DYrk6NmzJyYmJqzatIkNt2/RYNcObI4fZfy507yrW4vtMZEoTRjD6ksX8PL9oztNXFwcHTp0QFdXl2PHjqGiokLfvn2Ji4vLswzqR0gkEubOncuMGTNQUlKiUqVKdN+0vsigyLfSpFLexsUyxOMYqZl5M0tEIpHov0oMjIhEIpHoL9G4cWPu3Lnzd0/jp3v+/HmurIFFixYhlUpz1Vuws7PD1dUVgPPnz1O9enXU1dVp1qwZU6ZMoU6H9rxcskw2PtbrIrFeFwu9blpYOO/XbSR80TJijhwjOTMDx23bcXV15dq1azRp0gRTU1NZK9CqVasyZcoU2ZIme3t7OnfujLm5OUOGDGHOnDloaWnlyijIMXbsWGrXrs348eP5MytuQ0JC6N27N3Z2dhgZGXHo0CH27NmDo6MjFhYWuLm5ERUVRZs2bbCwsGDv3r0cP36cS5cuyZ5fSkpKia65e/duJBIJQ4cOxczMjHHjxnHixAmio6PZs2cP2trarF27lgoVKtCyZUtSUlLw8/Mj87sXR09PT3r27ImysjItW7akQ4cOvH//npkzZ3L+/HmMjY0ZNGgQFy9eRCqVkpycTI8ePVBRUeHEiRN56kvkFMX81uPHj2nfvj2zZs1i3bp1eHt7yzrG5OfXX3/l8+fPODg4ANnBm5MnTzJ16tR82+1+mzESFxfH58+fMTMzIzw8nICAgHxb7C5atIj09HTatGnD6NGjSUhIwMjIiMDAwCK7rRQlPT0dd3d3rK2tadeuHVpaWjx+/JgTJ07IWkU/ffqUJUuWUL16dbp160ZqaioHDx4kNDSUNWvWUL9+/b8lGPK9uhPHs19BwPmBP/FpaSRlpJOYngZKSqRlZRGbnoZ621ZMeHiPTVev8OnTJ1q1asUvv/zC3r17ZQWb5eXlWbhwIcuXLy/R9e3t7VFVVUVHR4eKFSvKvl8gO+Nn9erVjF62lCBpRrGDIjkysrIIjY3F+cH9Eh0nEolE/2ZiYEQkEolEfwkrK6v/ZGAkPj4+VyZAz549GTt2LGFhYXmCCNHR0YwePZrU1FTat2+PgYEBtWvXJi6tZJkQQmYmUfvd0Blkg9GyRWR8/kLy46coqatRuXJlXF1duXjxIpcuXeL169coKytz9+5dXF1diYiIICMjA29vbxYsWECfPn04fPgwAQEBPHv2DGVl5TzXk0gk7Ny5kwcPHrBr164SP6PY2FhmzJiBlZUVDRs2JCgoiLCwMJo3b06bNm24ceMG27dvZ9OmTRgZGaGrqysrFDp58mSOHTtG2bJl0dTU5MuXLyW6dtmyZdm8eTO+vr6cPn1atl1eXp6GDRuycOFCrl69yqdPn5g3bx7y8vIsWrQIHR0devfujaOjIyEhIZw6dYoePXoA2W17r1y5gpKSEj169ODkyZOEhITQpEkTFi1ahKGhIebm5igrK+Pm5ibr1vOtb5fSfPz4kVGjRtGuXTt69erF48eP6dKlS5Ev/IqKihw9epT169dz8+ZN9u7dS/fu3Zk0aRLnz58nKioq1/hvM0YeP35MzZo1kZOT48CBA9jY2OQJ3ri7u3PkyBGmTJnC0KFD+fr1K+bm5jx48OBPtXaNiIhgyZIlmJiY4OjoyMSJEwkLC2PZsmUYGhrKlutYWFjQuXNnkpKS2LdvH2/fvmXdunU0aNDgHxEMgewMn9neF/AMC0WioEB6IZliGYKAREGBLQ/8aTx7Bj169GDTpk156i4NGDCAjx8/cu3atRLNZcqUKURHR3Pr1i1mz55NTEwMkN2q19TUlPRaFsjn8/1dHGnSTFwfBSD97v4KagMsEolE/3ZiYEQkEolEfwlLS0tCQ0NJSEj4u6fyUykpKcl+C29iYkK5cuXQ1dWVLYmA7Jen5ORkhg4dyocPH4iLi8PPz4/o6GiCgoJI/36JSBFJGRlR0WR++UKk4y7eLV1JekQEGZ8+Efv5C1euXGH69OkoKyvLWsGGh4cTFxdH+/btMTQ0JCEhgVevXgFgampKixYtSE9Px87OTvYy9T01NTVOnDjBwoULefDgQbGeTUZGBlu2bMHc3Jzk5GSCgoKYN28eb968QUtLiwoVKgDZgZcqVaoQGxvLgAEDiIuLo0aNGrRt25bVq1fLlnv8SGAEYOTIkVSvXh1bW9sCv/7U1NTo1KkTFhYWODk58ezZM3r37s2dO3do2rQpgYGBHDhwAHd3d+rVq8eVK1dyHa+trc2kSZPw9vaW1dR58OABVlZWbN26Nc9zlZeXJzMzk5UrV1KrVi00NTV58eIFEyZMQLEEhS4rVqzInj17GDBgAFu3bmXSpEmUK1eOPn36sHv37lxjv80YefToEbVr10YQhHyX0Tx+/JhJkyaxfPly7Ozs+Pr1K/Xq1cPf3x8NjZIv+xIEgcuXL9O7d28sLS2JjY3F29sbX19f+vXrR0hICMuXL6dmzZq0b9+ehIQEXFxcePv2LevXr6dRo0b/mGDItzbfvY1XyMuSZWEoKkIdS6r26ZXvPSkoKPxQ1kgOIyMjDAwMeP36NZDd0UijQgVuvQsv6kdLoTKkUnzfhv6JM4hEItG/hxgYEYlEItFfQklJibp163Lv3r2/eyo/lampKW/evAGyf3vau3dvpFIpxsbGrFixQtY1Y+HChQC0bduW2NhYIiMjCQ8Pp2zZsty65J3rnJn51KvIRRBQ1NGm4sqlVFy5FKNliyndrAnSlGRUVFSIiYkhIiKC+fPnA9nLESB7qYW8vDxlypTh2bNnjBkzBl9fX9TU1Jg2bRo6OjrUqVOHGzdu5HtZc3NzduzYQd++fQsNUAiCwKlTp6hZsybnz5/nypUr7Ny5U7b04tatWzRt+kcHnZCQEFmr43379nH9+nWMjY1JT09n/fr1uLm5IZVKfzgwIpFIOHz4MCkpKUyZMqXQserq6nz9+hU9PT2GDBnCvn37WLRoEV27dsXS0pL9+/fTvXt3QkJCmDhxIpcvX5bVPomJiaF169ZYW1vz8OFDwsPD+fXXX7l79y6VK1emZ8+eeHh4kJqayoULF3j06BFPnjzh3r17rF27NleB0ZLo0qULjRo1Ii4ujvr16wMwYcIEdu7cmavAq7KysixjJDAwkNq1a+Pn54eioiINGjSQjfv8+TM9e/Zk5syZTJkyhcTERFq0aMGNGzcKbTmbn7i4ODZv3kz16tWZPn06HTp0ICwsjK1bt6KgoMCKFSuoVasWbdu25cuXLzg7OxMeHs6GDRto3LjxP7KLlZWVFVevXiUuNQWnB/6FBkWiDx0h8W4+P/MUFFju60NaAccOHjyYN2/ecOvWrRLP79mzZ7x7947KlStjYmJCeHg4I0aMIPKAm2xM3KXLvFu2infLVpH8NAiA2AuXiPP+I+D3fu0GMqKiZeODF9nTq3FTWXtnGxsb6tWrx7t379DW1qZt27YlnqtIJBL9U/3z/u8jEolEov+M/+Jymnbt2vHy5UuuXr1KYmIiN2/e5MuXL6SmphIbG0u9evV4/PgxY8eOZf/+/Tx+/Jhnz56RkpJCzZo1GTJkCAsHDkL6NYms9HQy4+JIfvSk0Gsq6pYnKy2dlFchCFlZRO9346v/fTrWb4CtrS1TpkzBwMBAlnmQlpaGnJwcHTp0YPz48cjLy6OkpES9evWA7KUce/fulc2rRYsWqKurU6tWLdq3b4+trS3z5s1j8+bNCIJA/fr16dOnD4mJiXnm9vDhQ1q3bs3ChQvZvHkzFy5coGbNmrnG3Lx5k2bNmgHZRTetra2ZP38+M2fOBMDFxYXIyEjevHnDtm3b2L59OxYWFiQnJxMdHf1Dn1P16tWZMGEC7u7uBQZ+ILv46vf3derUKezs7Jg6dSpnz57l8+fPNG3alA8fPsiW3bRs2ZKaNWtSt25dNmzYgEQiQV5ennbt2nHw4EHCw8Pp3r079vb2aGhosHXrVvT09Dhy5Eiubjw/6uvXr+jq6rJmzRoA6tWrh76+vixrCXJnN+UUXs3JFsnJXMjMzGTAgAG0atWKNWvWkJCQQOfOnbl06VKJMlkePnzI6NGjMTU15e7du+zevZtHjx7RqlUrtmzZQu3atWnVqhXR0dE4Ojry7t07Nm3aRJMmTf6RwZD8uAc9/VNZLGlpaWw5fzbffYqKisyfP58VK1YU+3zbtm1DV1cXCwsLpkyZgpaWFlKpNLvo8agRlO2dvRQs+dlzUl6+xGDBHCqMH0PM0eMIUilqdSxJeR4MQGZcfHYAtrxOrvEN581mzJgxZGRkcPToUQICAjAyMiImJqbI1tMikUj0byK26xWJRCLRX8bKyoq9e/f+3dP4qeRVVRm95lc69e+PFJAvW5qtjx+Spq5G4ps3KEqz6N27N9WqVaN8+fK4uLjQo0cPIiIi0NDQ4O7du/j6+qJeuxYfN21DQVMTtV/qFnpNiYIC5YcP5bP7CTLj4ylVzRyDxlZcWb0WJSUl+vXrh7GxMf3792fatGnIy8ujpqaGj48P3t7eKCgoEB0dzZo1a1BSUkJXV5dhw4ZhaWlJ5cqVCQ0NpW/fvujq6jJ27Fji4+P5+PEjr1694vr167x//57AwEDKlSuHqqoqenp6aGpq8unTJz59+kTHjh2xs7NDUVGRZ8+eoaenR9myZWUvkTdv3pQtyenSpQsODg6ytrEPHz5kwYIF3Lx5EzU1Ndq2bUubNm24fPkygwcPZvLkyWRkZNC/f3/k5eVL9FmtXLmSgwcPMmjQIF69epVv9kNOxkiO2NhY/P39OXXqlGybkpIS/fv3JyAgAA8PD54+fUr79u0xNjbmxo0b6Onp0aZNG9q1a0e7du0wMjLi06dPnD17lvj4eNavX09QUBCurq5YWFhga2vLkCFDMDAooPVwEV6+fMnDhw/x8/OjWbNmNG3alBYtWjBx4kS2b98uK6qakzGSmZnJs2fPMDMz48SJE7KMIoB58+aRmpqKh4cHcXFxDBw4kIMHDxYrAJCamsqxY8fYsWMH79+/Z9y4cQQHB5OYmMixY8eYPHkykZGR9OnTh61bt9K0adMSf4b/FFmCgMvDB6SWsJDptyTKymz3v8OgXxrk+9nb2tqyYsUK/P39adiwYa59aWlpxMfHExcXR1xcHK9fv6ZVq1Y0bdqUFy9esHbtWs6cOUNkZCQSiYRTV6+i2KQRACkvXpEWHkHEstXZ95KeTmZ8PEoVKpCVkkJWSgopz4NRrV0rz/iPchKUswQ+fPiAsbHxD9/7f937xAQOPg7E+3UIielpSCQSyqmUone1GvSzqElZFbH1sUj0TycR/ky5eZFIJBKJCvHhwwcsLS2Jjo7+R9YLKInUzAyWXfPl1IvnSCDfdHoVOXlSU1PoalCRTQMGISeREBERQe/evTEyMuKXX35h06ZNSCQSlOpYotalE+k/UAWglIIiy1u1oZd5da5du4aLiwtnz56lXLlyNG/eHD8/P549e8bhw4dZs2YNqampGBoasmvXLp4+fcrjx49lfyIjI6lRowYWFha8evWK8PBw3NzcaN68ea5rRkRE0KBBAzZt2sSNGzfYv38/1tbWNGzYkNjYWD5+/JjrT3p6OhUqVEBTU5OnT5/SuXNnvL29sbW1pUuXLujp6aGqqkrnzp1ZvXo1NjY2ee5z1qxZxMXF8fz5c758+cKSJUtKHCA5c+YMgwYNYvz48axduzbP/tmzZ1O+fHlmz54NwKFDhzh69Giuwq2Q3Y2oc+fOXL58mbZt2zJx4kRZxktYWJgsCOXt7Y0gCKSkpNCvXz9ZB5xHjx4xbNgwtm/fzv79+zl+/Dj169fH1taWXr165SroW5Rp06ahqqrK6tWr8fLyYvTo0QQEBFC6dGkqVqzIrVu3qFKlCo+fPGHA0KEcPXiQ3r16YW9vz6FDhzh//jwAbm5uLFiwgMTERGJjYxkzZgyOjo5Ffq++efOGnTt3snfvXurVq8eECRMwNzfHw8MDd3d3Pnz4QJ8+fejfvz/NmjX71wZDclhZWTFzyWLspk1Fd9J4IHvJjEplMzQaNSDB7w5x5y+ioFkWiaIS6g3ro9GoASmvQohxO4pEQQFlE2My4xPQGz8atu5EIgh8/vyZWrVq0blzZ+Li4oiOjsbf35/379+jq6tLQkICX79+JSUlBalUiqKiIhKJBEEQyMjIQBAESpUqhZqaGikpKZQtW5aoqCjKly9P3dEjeV62NFkS+OxxGnkNdcq2bQ2ANCkJORUVJPLyxJ6/gJK+Hl8fBFKuSweUKlTINb6RgSHbrNtSunRpFBUVefv2LdbW1rx9+/Zv/ET+OYJjoll54yoPPrxHANK/WcoGoKKggCAItKtUmYXNrdFVV/9b5ikSiYomBkZEIpFI9JeqWLEily9fpkqVKn/3VH5YQloqA0+48yY2llRp0b8xlvwfe2cdF8X2/vH37tIlLY2CYqKCAbaI3d1iK9a1u7C7u/Xace3uQhFbEQMlVEKRkK7d+f3BZa9ICF5vfX/zfr32BTtz5syZs0OczzzP58nIoK59SXobmdK5Y0fKlSvHo0ePMDQ05PPnz0ybNo1Bgwcz8OxJHoaHkfrNP9P5oS6TUdnckh1t2qPyVQpCbGwsjo6ZT3wjIyMZP348ffr0wdbWlmnTprF27VrMzMyYMGEC3bt3V1ZOiY+PzyaWXLp0iYCAAIoUKYKrqysVKlSgQoUKlC9fnp07d7Jy5UpatGjBypUr861OkZSURHh4OHv27GHPnj2EhobSvHlzNDU1CQ8PJywsjNevX5Oeno6ZmRnm5uY5Xrdv30YikTB79myeP3/OnDlziImJKbRA0rhxY7y9vbl58yZOTtmjc2bNmkVGRobS+LJjx440bdqUvn37ZmsnCAKmpqaoqqoydepUhgwZkm1/Wloa69evZ+7cudStW5cyZcpw584dfHx8cHR0pEKFCly8eJGXL1+iqqpKcnIyx48fZ+fOnfj4+NC2bVt69epF7dq1800tSUhIwNbWlkePHmFjYwPA5MmTuX//PmfPnmXslCkEaqjx2caKiIR4BLkciUyGND0dvcAQBteqQ/+uXXn48CGNGjVCEARiYmIYO3ZsrsJRFnK5nPPnz7Nu3Tp8fHzo3bs3zZo14/79+xw8eJB3794pxZA6der858WQr3F1dcVz4gSGjR+P6TBP4A9hRLNUSUIXLsVi7EgQBEIXLsOoQ1t0XaoStmwl+k0aARB78QoWI4aiSE7m3eQZqKmqoqenR0xMDDKZjPT0dFRVVdHV1SU2NpYyZcpgZ2eHubk5FhYWWFhYYGpqiomJCcbGxmzZsgVBEFi4cCHh4eG4uLiwZs0aevXqRbdu3RgwbSrdjxwiOSOdpOf+xJw+h9mwwQgpKYQuXobVlInIdLRJCw3jy9XrpEd+xmLUcABl+2IjhtGnbHkW9ezF69evMTY2Jj4+HgsLCyIiIoBMP5/CiHr/S9x8F8zg0ydISk//bluZREIRDQ32tetMSSOjv2F0IiIihUVMpRERERER+UvJ8hn5rwojaXI5vY79xpvoKNLzKc35NYKKCjeC3nL25AkSEhL48uULCoWC5s2bM23aNIx+/8d4c8u29Dh6iJefIwsUoq8ClDUxZVPLNtlEEQAtLS0+f/7MggULuHHjBrGxsVStWpVKlSpRs2ZNypYty9y5c5k/fz7Tp09nzJgx9O/fH11dXapXr0716tWVffn5+dG6dWvkcjlaWlps3rwZHx8f0tLSMDAw4M6dOxw4cAAnJycqVKhA0aJFc0QZaGlpYW9vz7179wgNDeX06dPUrVtXuX/ZsmXs37+fK1euEBsbmyPi5PHjxzx58oTw8HCuXLnCp0+f0NXVRU9Pj8GDB+Pp6UmdOnVwc3PD0tIym6Ci881T2U2bNlGuXDm6d+/OkydPsnln6Ojo8OHDByAzNeTixYusXbs2x9z7+fmRmJhI586ds4kiWcaz48aNo0SJEly9epVy5cop9ycnJ+Pt7c2+ffsICwvD2NiYunXr0qBBAxo2bMiZM2eIiIhgz549DBs2jISEBDw8POjZsyclSpTIMY7du3dTt25dpSgCmeJO/QYNaLlsMYFWRUlNSUGS8LtvikyGAMhVVYm2s2VJ9Ee8fzvIpfGTkMvlxMbGMmvWLKZNm5bjXJBpMLtt2zY2bNiAkZERnTt3pmbNmhw9epRff/2Vtm3bsnDhQurWrYuKyn/z30pBEIiLi1Omhj18+JCAgABlutjr16+ZNGYsGV9Hd/3+XDH13QfUbW1R/f1nWrPUH7/nJCqqkPU74/ev8ugYJGRWcEpMTERLS4tBgwYxa9YsZarXypUruXbtGkePHs1zzBoaGixatIgtW7agqqpKz549admyJRkZGVhbW1OxqBlFdbQJjo1Fq1xZUj+EErpgCUglGLVvi0xHGwA1SwtS371Hu1IFZd9Z7QPnLWStrh5r1qzB2NgYyPTkmTBhAnZ2dgiCgI+PD3Z2dn/uA/gP8iQinEGnjhc4tUouCMQkJ9P5t/2c6toTC129v3iEIiIihUWMGBERERER+UtZvnw5b968yXWx+aN4eXkxc+ZMPn36hLGxMbq6unTo0IEdO3b8tHNksfXRfZbe8f4hbwFJegZpx09SzaQoCxYsyFUcSpPLmXvzGof8/fJM0dFUUUGuUJBw15ebcxdQ3CZnrv/jx4/p3r07zZs3x8DAgEmTJpGSksKxY8dYuXIl9+7dY/DgwfTr1w+5XM6CBQu4fv06Q4cOZdiwYUqxJov4+Hi6du3KrVu30NHRYenSpbRo0YLnz5/Tv39/VFRU0NfX58mTJ8hkMmVkSdarbNmyHD9+nB49erB+/Xr69++v7Nvb25v27dtz9+7dfH0LDh8+zP79+zl8+DAKhYLPnz8ro00uX77MoUOHiI+Pp2TJkshkMiIiIggPD0dFRSVH9MmLFy/w9vamU6dOjBg5kjeKDA4EvOJ5WGbEThEdbfQEiLt6nTu796L6VcTDw4cPadasGS1btiQpKYk9e/Yot48ePZrPnz+zdOlSGjdunOe1vHjxgrZt23Lz5k2uXLmiTLuRy+U0bNhQ6a0SFhbGzp072bdvHw4ODvTq1YtOnTpRpEgRBEHA0dGRlStX4u7uruw7JSOdLgf28SQiDElBDFPlcjJivxC6fBVLZs5i1KhR2XYLgsDdu3dZt24dJ0+epEGDBlhaWnLnzh0CAwNp27YtnTp1ol69ev9aMSQrEiZL7Pj6FRERwYcPHwgPD+fTp0/K6k3a2tpKX5akpCQMDAyUpspSDQ1ULMyw+GUoAOFrN6JTxRmphgbxPr6YDeoHwMetO9AqXw5dl6p8PvgbKW8DQaHAuGsnNOyKkxEWjvbx0xw/fpxatWqxf/9+qlSpgp7eHwvlpKQk7O3tOX/+PBUqVMj1+vKifv36TJ48mQYNGnDg+TNmX79KUsb3Ixq+RSqR0KyEA6uatij0sf9VevfunRkd5OmZb7sMhQLXrRuITk5Wbos5ex4Ag6Z5/w6AzMiRCkXN+K1Ttz8/YBERkZ/Kv/OvmYiIiIjI/wyurq7s2rXrL+nb398fW1tbEhMTf7iPevXq4eXlRb169XLsEwSBLQ/v/7DhoqCqQrlePfmt36A826jJZMys5864GrXZde8uCy6eQ8PYODM6RS7HxtCQ/k5VaFO6LEs+f+GXocM4ceJEjgiNx48fU6lSJYKCgpTVZzQ0NOjSpQu1atWiSpUqGBkZ0bp1a4yMjOjXrx/jx49n48aNlCxZkt69ezN69GisrKyIjo5m1qxZ3Llzh3r16nH79m3U1dXR1tamWrVqXLt2jcqVKzNlyhTatWtHeHh4tlScZcuW8fLlSxS/PyUPCwvj1KlTVKhQQTmmrVu3ftfM0dDQkKioKACkUimmpqaYmppSsWJFmjZtyuLFi7l06RIzZswgNjaWefPm0aFDBxITE3NEoECmIHMkJIirZ06gkEqQqqtnnkgmJTo5mWhAUtWZCmtX0MDAGI+y5YkIC6Nfv35s2rSJChUqULNmTd6/f8/UqVO5cOECM2fOpG/fvt8VCGQyGQqFAhMTEzp37kznzp0RBIGAgAAuXbrE4cOHGTZsGDY2NjRo0IBt27aRnJzM/v37GTduHE2bNsXJyQm5XE79+vWV/SoEgSFnTvIqNqZgokjmYJAVKULlubMY5DlMuTkxMZF9+/axbt06oqOjqVixojIKpk2bNsyePRs3N7dCVav5mSgUCqKionIIHWFhYbx7946wsDA+fvzI58+f+fLlC6qqqmhoaCi9OeRyuVL00NDQwMDAAAsLC5ydnTEzM1OmqcjlcpYuXcr27dtRUVGha9euHDlyhEbt2iIIAmmhYaS8eYtOFWfUrC1JPRBCRkwsgqAg+fUbtMqXQ1AoSPLzx2rqBKS/p61JgPpVq3Jlb6YPy5YtW2jevDmTJ0/OFrGjpaXFmDFjmDNnDgcPHizUHAUHBytT3FqXKs36+3cJjYtDXsjnoBoqKox0rVGoY/6/cCXobZ5ll7+HXBDwj4wkMCYaOwPDnzwyERGRP4MojIiIiIiI/KU4OTnx6tUrEhMT0dbW/mn92tvb8/z5cxISErC3t/9p/X7N7Q/viP+93OmPEpKSTEhsLLb6+vm201FTo+jHSMr5PuLMmTO8//CBalWrcu33RT3ApEmTqFy5MgcOHKBLly7Zjs8SRg4cOJCjHKy+vj7x8fF4eXkxbdo0Ll++zNatW5kyZQrNmzdnw4YN3L17l4oVK1KyZElev35Nly5dePHiBaampvj6+tKpUydu3brF/PnzMTQ05NChQzRr1gxHR0ccHBzQMzbms4UZ163MEKo5YZmUhK66BokvXxGaksztNWt48uQJnz9/xtzcnLNnzyrNecuVK5cj/QUyhZHo6Og850wikSijLS5evIiXlxezZs1i+vTpdOzYkdKlSyvbpsvlfKhYnvufP4GaGnm5eAgqKqQCZyI/cnrPA4JXr0eiUDB48GBMTEz4/PkzJUqUoGrVqowbNw4TExPu37+Pubk5ZmZmqGeJLd8glUqVQtHX43dwcMDBwYEhQ4aQkZFBjRo1CAwM5N69ezx69AgTExNsbGywsbFhwYIFyOVyxo8fj4eHB46OjlwMfMOpjZtJV8hzfVoddfgo6nbF0HHO7q0iUZERL5Ww7dF9GhYxZMOGDezYsQMrKysUCgXx8fEYGRkxePBg3N3d/zIxRC6X8/nz52xCx7t37wgJCeHDhw9EREQQGRlJbGwsCQkJqKmpoaqqqpzP9PR00tPT0dbWRl9fHxMTE0qWLImlpaVS7MgSPLK+NzIyyvNzykJdXZ0+ffqgoqLCunXrqFGjBhUqVODJ8tXITE3QrpBZklrV0BCDpo0JXbIClSJ6qJmbZc6vVIq6tSXvveYikclQMTHCqnNHBrfrhOfBg3h6ehIWFkapUqU4ffo0EyZMUPr+AHh6erJ48WL8/f0pW7ZsgeYyIyOD0NBQrK2tAdBQUWVfu8602r+bL6kpZBQwFVBTRYXNLdqIC/c82PjgHokF8BXJC7lCzvbHD5nt1uAnjkpEROTPIqbSiIiIiIj85bi6urJo0SLq1KnzU/rz8vLi8ePHWFpaYmtry+3bt9HX16dbt24MHz6chIQEhg4dyuTJk5VVFH755Rfmz5+Pubk5Fy5c4M6dOwwYMIAvX76gpaWFqqoqt27donTp0kgkEnr16sX+I0eQFbfFpEdXpOrqpAQF83n/IeQJCWiUsMfUozsSmYz4u/dIefMWNXMzvly9jtmwwagVNeX9zLkYNm6IcPM2krQ0Dhw4QL169Xj9+jU9evQgODgYR0dHjhw5QpEiRejVqxeXL18mOTmZsmXLcufOHVJTUwkMDKRbt24EBgZiY2NDWFgYz58/Ry6X069fP3zu3SNNImHA7Jns2bWL41u34VLSQTlfgiCgpqZGYmJitsVXVFQUe/bsYevWrXz8+JHU1FT09fWJi4vDzc2NiRMnUqVKFWVbDw8Pvnz5woEDB7C0tGTDhg2s3bKZxnNmcSbwDVIkOcL2JYKAuqoqJQwMsQwM5snps3h5efH8+XNllMmLFy+wtLTMkY4jk8moXbs279+/L9B9IQgCFy9eZMaMGXz58kUpkEilUkafP8P5wDeFiv4R0tNxMjRmd5furF+3joULFyKTyahWrRrOzs45olI+fvyIrq6uMn3na1NZqVSqTF8yNzdHV1c313MuWLCAV69esX37duLj46lXrx5GRkYEBwfz5s0b3NzcUFNT49GjR1hYWKDRqzsvzhUsjD83pKmpfJqzkCJ6esTHxyvTZNzd3bPdK4UhPT2dyMhIPn78SHh4OEFBQQQHB/P+/XvCw8OJjIwkOjqauLg4UlJSUFFRQSaTIQgCGb9/Pjo6Oujr62NkZETRokWxsLDA1taWokWLKgWOLMHDwMAgX8Pan0WaXE7VzeuJT/u+WJr67j1frl7HxKM7CAIxJ8+gJZMRev5itmgvhUJB+/btKVq0KBs2bMjWx4IFC3j27Jkydet7vHv3jho1aig9c7KITEykx9FDvI38hEIqhTyqDmmrqqIilbKjdXsqmpkX6Jz/S3ydSiMIAkOGDOHIkSOoq6uzevVqWrduTUR8HGWaNSXu8VOk6moYdWqPVulSxJw9T9qHUNI/R6FIScG4U3u0ymUKWrEXLhN/xwcAo/Zt0CpfDk2ZjDp+rzhy5Aja2tps2LCBRo0asWPHDq5du6ZMC80volFEROTnIkaMiIiIiIj85bi6unLnzp2fJowAlCpVinv37pGQkECZMmXw8/OjZ8+enDt3jmLFilG3bl2cnJwoU6YM4eHhhIaGEh4eTsuWLdm7dy+jR4+mbdu2ef7j+fTpU8wH9OHTpavE3fBGv2F94u/4YtiyOZrlyvBxwxaSX75Gq1wZAJJfvkaipobF2FHIdP+Ifoi7/5BOM6ahef8h06ZNY/ny5WzYsIHGjRvTuXNnZs2axbJly/Dw8ODUqVPUrl2btWvXsmnTJh4/fszbt29ZtmwZtWvX5saNG6xatYqbN28yfOxY3oSFEmVmirnXFN4fOcb2vXvQa9GUPhfPYnfPh0FVqtHYviRqMhn6+vrExsZiamqqHJuRkRE1a9bk8OHDJCYmUqVKFW7fvq30PGjbti2lSpVi0qRJ1K9fn5MnT7JgwQKqVq3Krl27aNmtGyvjojn60h8hj4WpIJGQkpGBX+QnnmmoMnXpYhpVr0mjRo2UbTIyMggICFAKJdu2bePp06dER0eTlJTEoEGDlGKJo6Mj+nlE30gkEqZPn878+fNJT09nxowZzJo1iw4TxnEhMb7QKVESVVVeJMRTtXs3DD5FcurUKV6/fs2xY8eYMWNGjvZZqR7fCiZBQUG8efOGmJgYmjZtSnh4OFKpNNdKPCkpKVy4cAE/Pz9MTU0JCAjg2LFjbNq0iQ8fPlCvXj0uXbqERCLhY1oq6gWokpQfGQLU6tmdoU2b06BBgzwjKdLS0vj48SMfPnwgICCAoKAgZfpKlk9HXFwciYmJpKWlIZPJlOkrqqqqaGtro6enh6GhITY2Nri6umJtbU2xYsUwMzPLFtGhpaX1ryzvrSaTsaJJM4aeOfnde0nVxBhFairvp81CEARUjY2o7eZGRkZGtugbqVTKzp07cXFxYfPmzQwYMEC5b+jQodjZ2fH69WscHBxyO002goKCcq0UZaKtzcoqrrh59KT++DE8/BiBmkwFAQEJmZ4Z1npF8KziQtMSJVH/l/rG/FkEQUChUChfcrk82/vU1FQSEhL49OkTjx8/5uTJk9y+fZvXr1+za9cuypcvz/GbN5AnJGAzaxqp794TdeQ4WqVLAZD6IQzLcaPIiIoiYtNWrGdMJeXNG5Jfv8Zy8njkMbGEr16HdZnSfAl5R8TvP0/3799nxIgR2X4nioiI/P2IESMiIiIiIn85Bw4cYP/+/flWWSgMXl5eAJw7dw6pVErfvn2ZMGECVatW5dy5c0Cm6WtgYCBjxozBwcGB2NhYtLS0mDFjBhKJRNnH18KIIAjs2bOHnj17Mnz4cEJrunDr/HkS7j+kaP8+KJKTSXj0hJS3gST5+WPUrjW6LlWJv3uPL5evYjlxLJKvBIL3M+di3Lkj6dHRRB04DJCtjGnWP+oqKirKEq4SiQSZTIZMJiMtLQ0VFRXlP/FZi0X1kvYU7deb9zPngjRzASooFKhbW2E2+I+FlZCaCqlpcPgoof6ZURmamprIZDLkcjkfP34kPj4eKysrzMzMlD4ZWYv7xMRE9PT0SExMRENDg9KlS2NjY8Pnz5+58+ghZmNGIGhpQSGe1ssEgYYZAiUkMuV1fv2SSqXK75OTk/H09MTDw4PQ0FBCQkIICQlBT08POzs77O3tKVGiBKVKlcLGxkaZ/jBy5EhcXFyQSqX4+PgwP/A1clOTwt9ov1NURZXbg4cjkUgIDQ2lYsWKfPr0SRnlUBDev39PjRo1eP/+vbIKSpZZ7Nev0NBQDh06RLFixYiIiCAhIQFra2tCQ0OV90njxo1p3Lgxt1KT8FZkEH3uApB7xEhWWVldl6oAxPv4EnvxMkJ6OvpNGqFXw5WKmtokHT7KrVu3UCgUWFlZIZPJ+PTpE1++fEEQhGzXqaamhpaWFnp6ehgYGGBiYoK5uTnW1tbY2tpSvHhxZRqLkZHRP+ZJUlAEQcixSM7vdSowgKWPHhS4zLa6VMog62IcXLiYtLQ0Zs6cia6ubrYFekhICGPGjGH69Ok4ODgo9x04cICIiAgGDx6c62L+69ft27d5+fIlPXr0yNFu//79GBsbU6dOHRIEgRgJpAIyhQKN9HR00tK/e90FnaPCzOXP7jO/dpApRH39yvqdI5VKSU5ORlVVVVl+OCoqCi0tLTQ0NNDW1s4U+yzMSapYnqRXASS/DkCRkID1jCnEnD2PIjkFo3atAfgwbxEmvXqQ4Huf+Dt3lT4zirQ0LCeOQcvYmLWOTlw5f4FLly7x6dMngoODc0SM1K1bl5kzZ4oRIyIifwP/m5KwiIiIiMi/CldXV0aOHIkgCD/1SbCxsTHBwcG5Gl9KJBLlYs7MzEz5z25e5w8JCVHm/QPMnj2bsdcvZ/bxu/AQtnw12s6VKFK3do5+1G1tsokiWagYGaIWHY1zw4Y8fvyY8uXL4+vrq3xCqaqqirq6OgYGBsTGxlKmTBkSExMJCQlBXV2dKlWqYGVlRXx8PKGhofi9foW2sxPS30t7Wk0Yg0xPF0EuR5Gckn0O1NURVFX5YmFO+jM/QkJCso1bS0sLd3d3tLW1UVNTU/o3ZL0SEhLw9/fHz88PiUTCixcvePXqFe7u7lQbP5YQVVmhRBEAuUTCRZmA5P0HZOkZXLhwAXNzc0qUKIFcLuft27d8/PgRZ2dnZbRBWFgY6urq2NvbY2trS0JCAnFxcdy8eZOzZ8+SmJhIeno6GhoapKamMm7cOPT09DLvCwN95F068mfuuoikRIzKlIZPkchkMmJjYzEzy/SSKF68eK4Cz7ev9PR0Pn36RIMGDb7b1tzcHCsrK4yNjYmNjUVHR4eIiAjc3NyIi4vj5MmTvH79mnjnikgrO31n9H+QFh7Bl6vXsRgzEhRyQhctQ7t8OW4/fkLkxYtoa2ujoaFBYGAgpUqVwtTUlC9fvlC+fHkqVqzImTNncHFxwc7OLtcF6IcPH3j37h3Xr1//Ty2ogRyL5O+9VOyKIWvcEDQ1kKio5Pw5UChArkCamIi6tw97Y2KRSCSEh4fToUMHypYti66ubrY+S5QowdSpU6lVqxZaWlpIpVIyMjK4c+eOMuImv3G+ePECgDdv3mRrFxMTw+vXr3F3dyctLQ0NqRTLrONUVJGqqSPTK9i1F3SOCjOXf1ef3/vb821Vmri4OK5cucKhQ4cICwvj6tWrLNu0iSlzZqPX0B3tio582v7rHx183b9EoizprN/IHf0GmYbJ8sREpBoaxN57wITtu5UG1h06dMh1TKGhoQX98RYREfmTiMKIiIiIiMhfjo2NDZApPuQW6v2jlC1bFo3fBYIaNWpw7949njx5gq2tLTt27GDevHkA+foPGBkZsWnTJi5cuMCgQYM4ceIEampq9OjRg8cZaSR++ICGvR2KpGTSP0ehV6c28rgvJL8KQKNkie+OUVUi5bPfc55ERhEdHa2MBFmxYgU1atSga9euuLu7ExcXx40bNyhVqhTFixfn1KlTvHr1infv3nHv3j3S09ORmpqgWqUyKe/eo1PdBQ2HksTdvoNBk0bE3bhFSmAQRfv1znZ+iVSKQZOGGNatRcam7Xz++JGqVatiY2NDUFAQ7du3JykpieTk5GyvxMREUlJSMDc3p0iRIoSGhhIaGkpMTAzHzp3FwsUZ6Z8IuQ/TL0IlRaaXhKWlJa6urmhqatKyZUu0tLTQ1NREU1NTGWZeqVIl5TY1NbUci5yEhAT8/Pzo1q0bFStW5OHDhwQGBiLVUMfgYYnMyB7f+6QGBWPcOXMR8nHzdnRr10CrdKlcIykAwlevo0jtmpgYGmJqYspvv/2Gm5sbQUFBAHz58gV9fX1OnTqVrepJYmIi8fHxfPz4kcjISN69e8fTp0/R1NQkPj6exMREkpKSSElJISUlhbS0NNLT08nIyCA1NZXQ0FDloj2L8+fPK7/38/PDsFQJihRizpMD3pARHU3ovEUAKNLTSfv0CbMSJWnco4fS9DQ6OlrpgRMREUHPnj2RyWS8fPkSAwMDSpcu/Zctav+JBfWPirWCIHAvLJTND+9x69070n5Pa9JQUaGBXQn6OVWmQlGzHMf9+uuvjB07lm3bttGiRfZyuDNnzuTixYucPn1a6fEyffp0ZRWb/OjTpw+1atWiX79+2bZ369aNqVOnMmnSpB+6zv+PXLp0idWrV3PgwAGlQbQgCAQ8fox2KQe0ypcl5tSZbMckPfNDv1EDMmJikMcnoGpqgqZDCWJOn0O3RnWElBRCFy/DaspE1ELDcXd3p2XLlkyePFnZh56eHiEhIQCcOnWKwMDAv/W6RUT+PyMKIyIiIiIifzkSiYTq1avj4+PzU4URewcH3n6JZcntm7yP/Ihmu1ZUbdQQSVo6LXt0p5a7O9FfVXX5Fn9/f16/fs3bt29RVVVFTU2NhQsXAvDo0SM+ffqEamkHdGvVQKqmhm61KnyYPQ9VczPUbaxI/xT53TEW0daif/eeXPndVHXkyJGkp6czYsQIFAoFWlpanDp1ChUVFbp06cKFCxc4fPgwKSkpqKmpERkZybhx4zh27BjPA16T8eIlJj27AZlGfuEr1/Ll0lXUrCwx8eiW6xgEQC6T8TElmSpOTnTt2hU/Pz90dXVxc3OjaNGiaGtrF2iB+OnTJ0bv2YW34k9UZZBKCdDVpnx0pvlmeHg43t7eSlHma6EmIiKCfv36oVAolNvkcrlSJPn6paWlRVRUFEFBQSQnJ9O5c2demhrxbPuv6LpURat8OWLPX8qck4wMUkNDMS1ZIs9ICplepkFq1KmzKKpVIcrnHqVKlSI5OZn036tSfPnyRRnpUxDOnj2rXKxnpcZkpaZoaGigqamJVColICCAjIwM3N3duXr1KlpaWnTu3JnatWvTpUsX4uLi2PHCj5U+tws+8YKATtUqGHdqn/k5JCUjUVUh+v5D9hz8DXV1dezs7JTXpaOjg42NDe3bt8fGxoanT59Sr149evfuXfBz/g8jkUioZmlFNUsrINOrQwLI8hFiATw8PHBwcKBDhw4MHz6c8ePHK3/2pk2bxoMHDxg1ahRr164FYOTIkZQsWZJp06blW+I6ODiYHj16ZNvm7+/P5cuX2bhx45+40v9/uLm5sWfPHqysrFBTU2PRokVIJBL69e3L/lYt+XD/AdqVnZAnJKBITgZA1cSEsOWrENLTMe7SEamaGlrlypL6IZTQBUtAKsGofVt09fXpMXAgmyZOYu/evXTv3p3IyEi+fPlCkyZNlJ5STk5O1KxZ8x+eCRGR/z+IHiMiIiIiIn8LixYtIiwsjBUrVvzpvuQKBUvv3GLnk8dIJJCUS+lETRUVFIJAm9Jl8apbP5uhYFpaGvPnz2fNmjXMnj2b1q1bs3LlSjZu3IiDgwO+vr6UL1+eIUOGEFTclmMBL8n4gT+XGioqjKtRi/Z2JbG3t8fb2zubiaJCoeDVq1fcvHmToUOHUqZMGd6+fYuBgQHm5uaUKlWK9PR0rly5wq0HD2hz8kgOX4OYswWvSBL16x6qmxSliJ4eR48eRU9Pj5SUFBITE5FKpVhbW1O0aFFlJRxBEGjevDmtW7cmPDycffv2UaVKFbb8+isy86KYeQ5EqqZK3G0fYs9fBLkCvXq1lWHjkXv2o25rQ+q796S8DcJ62kQA4m778OXseUrbl8D492o8WYvtHTt2cPXqVVavXk1kZCS9evXCwsKCW7duERsbS9GiRbGxseHLly+EhISQmppKRkYG6enpqKqqkp6eni2NStWsKOkRHym+cgkAERu2YNimBfIv8SQ8eIhJt858uXGLmJOnkapnRh8p0tMpOqAPmiXsCV+9Ds3SpSlSwh71sxfQ0tJCTU2NBw8ekJGRwZAhQzAyMsLExARTU1PMzc2VRqIGBgbKNK/Pnz9TunRpPn/+XKB7J6uqTaVKlZTVbvbt28fq1auVaWkPw8PwOHaY0BOn8rwHvvYYSQsLJ2LjVixGD0eiqkbY4mVY9u+Da0o6QsRH1q5dy/z581m2bBlz587F29sbb29vihQpQkREBGpqatja2lKrVi3s7e2VPi92dnbo6ekV6LpE/iA0NJQ2bdrg4ODAli1b0NTUBDJFKRcXF8aPH0/fvn2BzFLdsbGxrF+/Ps/+ihUrxuXLl7OVL+/SpQtOTk5MmDDhr72Y/0cEx8bQdM/OAnvMfIumiir3BwxG81/uvSMi8v8NMWJERERERORvwdXVlXHjxv3pflIzMhh46hj3w0JJzqcyRNa+4y9f8OxjBHvbd0JPXQMfHx/69++PnZ0dJ0+eZPfu3YwfPx4bGxsUCgXFixfH19eXp0+fZpptxsdxPjiwQCU6v0YqkWCooUmHMuXRVVdn+PDhzJs3T2mqB5kpPmXKlCE6OpoKFSrw4MEDEhISGDZsGMHBwbx69Qo/Pz8yMjJoP240GTVc8yy1WRAEqZQKdWozpGs3Ll++TEJCAvv27aN+/fqULFmSVatWER8fz+TJk5k9ezYRERGsXr2a5ORkQkJCePr0Kf7+/lhMHk/42o0kv3iJZtnSJPjex2LUcKSamryfOQ+9WjWUHiixF69kpvK0bglARmwsMSdPYzZsMG+Pn8Lv0SOuXbtGnz59so31119/zTF+yHwqHhwcjFQqVZqCSiQSdHR00NTUVIonkZGR2Nvbo1avNo/X/fG0XLtSBZL9X5LxJQ7tihV+n5jcIymyUC9mQ5smjVm+fJVyW8WKFXn69Knyqf73kEqlyAuxkKpfvz5FihRh3759XLp0id69e2NhYUHXrl3R0dHh9evXOJUsibGWNt91Ifj9llGzMMegSUPClq8GuYIibnVQMSvKmVnzkQoCDg4O9OzZEx0dHTp06ECNGjVITEzk2rVrpKam0rVrV4oVK4a9vT1v377F29ubt2/fEhgYiJaWllIo+VY0sbCwyDed7f8rlpaW3Lhxg379+lGnTh2OHTuGpaUlRYoU4dixY9SuXZvy5ctTrVo1Ro8eTalSpZgyZQpWVlY5+srIyCA8PBxra2vltufPn3Pt2rXvpuCIFI5i+gbUL27H1aAgUgpZFUpTRQXPKlVFUURE5F+IGDEiIiIiIvK3kJSUhImJCVFRUUpfkMIiCAKDz5zgRkhwoUqvqkqllDYyxvbuAw4dOMC4ceN4+PAhx44dQ19fP7PfwYPp37+/0lTza55EhNP96KFcI1NyQyII6GtqcqxzD6yLZLpAxMbGUqJECXx9fZXpClnMnz+fjx8/KqNpvLy8SElJoWHDhkyaNImAgAAqTJnIo2PHSXzyDKm6Gkad2qNVuhQxZ8+T9iGU9M9RKFJSMO7UHq1yZTPPeeEy8Xd8gMy0m8THT1H/+ImkyM/KCjhGRkaUL1+e+/fvo6enpzQ2/TrqQiqVZvO7sF08n6iDh9Eomendkf45isTHT0h5G0Tyy1dYTZ2IqpEhkXv2I1FRUXp6ACQ+9SP+tg9mfTzQvHOXjzduYWNjg5OTE+bm5rx//56wsDBWrlxJ0aJFGTVqFHv27MHEJLOqTFpaGmPGjGHKlCl4eXlx+fJlgoODefLkCdHR0dSqVYshQ4bw/Plz9u3bh+e0aWyeN08ZMSJPTCLy1z0oUlIwHz4YiYpKrpEUpv37oG5pQfjqdZi1aMbC/gPpVM5ReR2jRo1i06ZN+Pn5YWVlRWJiYp5lhCEzCiAr0qWgLFq0CH9//2xi2rfse/YEr2uXSf/m37mMuDhU9PQIW7UW/YbuaJUpneNYFamUbuUr8EsFJ/bt28e2bduIjIykd+/e9O7dO8d9mheCIPDx40elSPLt19jYWKWg8rVgYm9vT/HixZWREv9fEQSBhQsXsmbNGn777TdcXFwAOHbsGMOHD+f+/fsULVqUsWPHkpaWxqpVq3L0ERwcTJ06dXj37p1yW6dOnahatepPEaRFspOakUHHw/sJiPpc4MgRzd+9Z1Y0bvavLEctIvL/HTFiRERERETkb0FLS4vSpUvz8OFDatSokWO/l5cXixYtQltbG01NTWbNmpXDy+Bi4BtuhYQUSBSJOnwUdbti6Dg7ka5Q8DQslE+pyZQrV45p06YhlUqpUqUKI0aMoGXLlrlWtsmiopk5hzt2xePYYZLT00nMRyDRVFEh8eNH5jdurhRFAPT19Rk8eDDz589n8+bN2Y65efNmDsPENWvWsHnzZqKjo5kwYQKXY2ORxydgM2saqe/eE3XkOFqlSwGQ+iEMy3GjyIiKImLTVqxnTCXlzRuSX7/GcvJ45DGxhK9eh4ZDSZL1i5D87j2QuSD7/Pkz165dAyAxMVFZLlhLSwt1dXXU1dXR0dFBoVDw9u1bypYtS7qKTBm5kv45ivDV6zBo2hij9q2JWJvdy0C92DeeCL9X+dHV1WHlsuWsGj2GVq1aZUuluXbtGmXLllXOm4GBAREREUCmwJbx1efv7u5OkSJFcHR0REVFhbVr11K5cmVatmyJhYUFnTp3RqquTvqnSFRNTZBpa4EEVE2MM6uJkHskhbqlhfIccoVAS4fswkL9+vU5f/48NWvWJDU1VfmEPy++FZe+h1wuZ926dRw+fDjPNsnJyVzbsIl0Y30kBvoIX0VlfFy/mYzYL2g4lECzlEOOYwWFgozkFLqWcMDQ0JChQ4cydOhQnjx5wvbt23FxccHR0ZE+ffrQvn17ZVWn3JBIJJiZmWFmZparJ0JiYiJBQUFKoSQgIIDz58/z9u1bQkJCMDIyyiGYZH1vYmLyP7+IlEgkTJw4kXLlytGyZUuWLl1Kz549adOmDQ8fPqRjx45cvnyZsWPHUrZsWSZNmoS5uXm2PoKDg7P5Nz179owbN26wffv2v/lq/n+grqLCgfadGXz6BPfDQ0lOTyevJ80yiQRVmYxOZR2ZVtftf/5+FhH5ryIKIyIiIiIifxuurq74+PjkKowA/PLLLyxYsID379/j7OxMixYtMDY2Vu7f+OAeSRkFi9ow6tA223uJqiph5kX5/OtuevfuzS+//EKpUqUKPPbSxiZ49xnIpaC3bLx/j1dRn0lJTEBHRwepVEaaPIMqFpYMrFyVd7duM6Jffx48eKBcUGaZgdasWZOGDRuipqZGTEwMERERXL58GQ0NDTZs2EB0dDRBQUEoFAqSkpIAWLhwISZdOlKkfl1izpwn+XUAioQE5di0Kzoi09HOfGlrkx4ZSfKrAFLffeDDzMzKPIq0NIS0NCpXcmLo5Kl4enri7u7O5s2b0dPTw93dHS8vL4yMjGjevDk+Pj5oaWlRqVIlli9fTv/+/bG1teXZs2f0Of4bWcv1tA8fUNHXR6daFZKe+pERE5vvPKpZW5J6IISEz5/RS07h8uXLtGrVKs/2JUuWJCUlhWvXrlG7dm26d++Om5sbv/zyi7LNqFGjGDVqVLbjnj17pvzeunMHtj56QNrvT3bNPAfkOI9udRd0q7vk2G42ZBCp9x/Sr1cvZs6cScmSJQGoU6cO79+/5/Pnz6irq+d7zVB4YeT06dOYmZlRpUqVXPe/ePGCLl26ULp0adxVVLioooJEW0sp9lhOGJN35woFKgqByM3bqbVkBTdv3qR06Uzhp2LFiqxYsYKFCxdy8uRJtm/fzogRI+jYsSN9+/alWrVqhV7YaWtrU758ecqXL59jn1wuJzQ0NFuUycmTJ5Xv09LScogmWV9tbGyUlVv+F2jZsiVXr16lVatWPHv2jPnz5+Pl5UXr1q0ZPXo0q1evxsPDgyVLlrB06dJsx34rjMycOZNx48ahra39N1/F/x80VVXZ3rodvqEf2PTwHrffv0NFKiVDISCRgIpESoagoHlJB/o6VaGMsck/PWQREZF8EIUREREREZG/jerVq3PixInvtrO2tsbS0pK3b98qhZHAmGj8I79fBSY/NPSLcOrxI9xK5nyCXhCkgIuhMSWruOAfGko3z0G0GTqElJhYUj9+JO7qLWasXk9MTAzv37/H2NgYqVRKSkoKgiCgoqKCQqGgW7duyGQyMjIylOkqN2/eRFdXlyJFiqCnp4eJiQlubm5s2rQJR0dHkhMSCTl8FP1GDdCu6Min7V95cHy9UJVIMqMyAP1G7kojVHliIlGHj1HCxgYXFxdkMhk6OjoYGBhku0ZHR0dmzJhB9erVSU9Px8PDA09PT9q2bYufnx8AA5yrcuz36AQNBwe+XLvJu6kz0SpbGhVjI9IjI1E1Msx1DlUNDTFo2piwJSvpe/g4jo6OubbLomjRolSrVo2RI0cSFhZG48aN8fT0LPBnBtC7kjN7nz1VCiOFQVNVFcWTZ7xQVcPFxYX27dszffp0rK2tKVu2LD4+PtStW/e7/RTWY2TNmjUMGzYsx3ZBENixYwfjx49n3rx5+Pv7c+TIET58/ky5yeORG+iTKpejyCVTWlAICGlp6Kurk7B3L1M9PVm6dCmVK1fmyJEjNG78h3mruro6HTp0oEOHDoSGhvLrr7/So0cP1NTU6NOnDz179qRo0aIFvp68kMlk2NjYYGNjg5ubW479sbGx2dJyHj16xG+//cbbt28JCwvDwsIiT+Ekv9SmfyvlypXD19eXjh070rJlS/bt28euXbuoVq0aO3bsYNy4cTg6OjJy7FgefInhctBbopKTCfn8Ea3yZbj9/h1aUdF4e3vn6dMj8vOQSCS4WFnjYmXNp8QEfD68JzYlBZlUioGGJrVtbNEtgHAqIiLyzyN6jIiIiIiI/G28efMGNzc33r9/n2Nflq/GggUL8Pf3p3bt2rx+/ZrKlSuzbds2PMeNI0JFinH3LsTfvUfKm7eYdO8CQPjqdeg3aYRmyRLK/r6uxgGQcO8BMWfOoamiwuJZs2natCnHjx9n/fr1mJqa4uPjg76+PpUrVyYuLo4vX74QFxdHYmIiycnJyuonUqkUiUSCQqFAEATU1NRQV1dHS0sLbW1t9PT00NfXR0dHh6tXr9K6dWtq1KiBiYkJ+vr6KBQKunTpwtWrVylTpgybN2/m6dOn2dJrvp4LCwuLTL8PmYy0UiXRbdaYmFNnSHz8FOsZU4g5e56Eew+wGDOSjJgYItZtwtprCikBb4g5fQ6zYYMRUlIIXbwMqwnjeDRuAqoZciwsLJTpKRKJJNdUiWfPntGkSRNmzZqVLdVHEARqbttERGJCjmMKgpCWRvm3IaydNBkbG5t82166dIn58+dz+fLlHzpXFrvOnWX6s8dI1AsRYZCezs7W7XEyM2fatGns3bsXFxcXbt68Se/evcnIyMDQ0JCZM2d+t6u0tDR0dHRIS0v7btuXL19St25d3r17ly0aJT4+Hk9PT548ecL+/fvZunUr586d49WrV5QoUYKXL1/iF/mJrY8ecMLfDyE9gyJF9BCANLkcg8Qkgn87SsrrN1y8eJFmzZopF9uBgYEsWLCAESNG5DkuQRC4desW27dv5+jRo9StW5e+ffvStGlTVP8BM8n09HRCQkJy+Jpkfa+qqppreo69vT2WlpbIZLK/fcwFJT09ndGjR3Pp0iVOnDhBeno6devWZd/x48y7cJYP+nqoq6vnSOvTUlUlPT4BVzV1Ng0bka0al4iIiIhI3ojCiIiIiIjI34YgCJiamvLo0aMclRW8vLxYsmQJ2trafPr0CS8vL2bMmEGxYsUwNDSkfK+e3EhNQqqhUWhhJO3jJyLWbsB85DBSA4OJ3LUXQGkwqq6ujp6eHrGxsVhYWGBra4uBgYGyDKuZmRkWFhaYm5tjaGiIvr4+Hz58oF+/fsooity4cuUKHh4ePHnyBCMjI+X2MWPGkJGRwcqVK+nUqRMtWrTAw8Mj21wsWrQITU1N4uLi6Ny5M8N/+YW6zZuRkZ6BThUn4m56YzNrOl+u3SA1+B3pUVEI6ekYtW+LdoXMlIWY8xeJ9/YBqQSjFs3Q1i9C4Kp1AMyZM4fVq1cjCAI+Pj45jDbv379PixYtWL58OV27ds22LzU1la4zpvPYxAAKuSBWlcooZWhIpVdvWbtmDZ6enkycOBFdXd1c2z969Ii+ffvy6NGjQp3na3x8fGjVqhVLtm9j5YcQouO+IMnnKa6QmoaWhjoV3gTz2f8Fp0+fRk1NDV9fX/r374+xsTE2NjYcOXIEfX19nj59+t3ohIyMDDQ0NLL5o+TFL7/8gp6eHnPmzFFue/DgAV26dKF+/fosW7aMKVOmcP36dfz9/ZHJZISFhSnHEBoaSvnKlTEsZsu+335DS1UVcx1dvkRE4OzsTEZGBsOHD6du3br06dOHK1euMHToUO7du0fXrl1Zt25dvp47kCnSHDp0iG3btvHmzRt69uxJnz59lN4w/zSCIBAZGZmrGezbt2+JiorC1tY212gTOzu7f00KyqZNm5g2bRq7d+/mdXQUS4LeoKqt9d3y4RoyFUoaGfFrmw4U+UGzaxEREZH/T4jCiIiIiIjI30rLli3p3bs37du3z7b96yiJoKAg6tWrx+7du+nZsycLFizgkbEBh/wzRYgcwsiqdeg3zVsY+XLjFunhERh37kB5A0MsvO9ib29P1apV6dmzJ+/evUMikdCrVy/c3NxymL7mxoULF1i8eDEXL17Mt92YMWMICQnh0KFDSm+G8PBwypUrx/Pnz3F2dub27dsUL148z/kaMGAArVq1YsvD+yzz8S5URZ4sNGQyojZv5+PjJ99te/PmTdq3b8/mzZtp3bp1tn1v376lU6dOFC9eHOehg9nzwi/fsslfoyqVUlRHh5NdelJEQ4MPHz4wZcoULly4wKxZs+jbt2+Op/ghISHUrl07W7WNwvDw4UOaNm3K9u3badasGb+MHsU7dTVSypXhfdwXZFIpcoWATCpBoRAwVFfnxa49qLwN4qWfH71790ZTU5Pdu3cjlUpJT09Xejz069ePpUuXoq+vz9ixYxk+fHieC2qFQoFMJuN7/3bFx8dja2vLkydPsLa2RhAEVq5cybx581izZg0dO3Zk1KhR3Lp1S+lx4uvrS+XKlZV9HDx4kKVLl1KkSBEuXLiQrf+mTZsq01CeP3/O0aNH2bZtGzdu3GDYsGGcOnWKSpUqcfTo0RxpVnnx6tUrduzYwc6dO7G1taVv37507twZPT29Ah3/T5CcnExQUFCuwklQUBBFihTJNT3Hzs4OMzOzv9VA88aNG3TxHITeoP6kIRS4ZLeqVEZxAwOOduomlocVERER+Q5iUXkRERERkb8VV1dX7ty5k2+b4sWL4+Ligo+Pj/IY43yqYmQUogSqpaEhGhoayoVN8eLFld8XZrETHh6eozJEbsydO5dXr15ly/c3NzenR48eTJ06FZlMls008VvMzMyUKS+9KjpRwbQo6oVMAdBUUaGnYyWin/t/d2F+4cIF2rVrx549e3KIIocOHaJ69er06dOHQ4cOMdnNnf7lKiCkp6PynbnTUlWllLEJJ7r0UD7BtrKyYufOnZw8eZLdu3fj5OSUQ2gyNDQkOjq6UNebxfPnz2nevDnr16+nWbNmBAYGsmfnr2wcOZpzPXrzW6duLGzQGK969Vng3piDHbtwo98gxjVrgUQuZ+HChezdu5f3798zZswYBEFAVVWVSZMmcfv2bXx9fdHU1GTo0KE8evSIEiVKsHr1alJTU3OMRfq7J8v35n/Xrl24ublhbW3N58+fadWqFXv37sXHx0cpinh7e6OhoUFkZCQrV67MJooAeHt7Y25unqvY5unpibq6OioqKowbN44RI0ZQrVo1evfuzc6dOxk8eDBPnjyhSpUqBAQEFGieS5Uqxfz583n37h1Tp07l/Pnz2NjY4OHhwbVr1wplOvt3oampSdmyZWnRogUjRoxg5cqVnDp1Cn9/fxITE3nw4AHz58/H3d0duVzOuXPnGDNmDBUqVEBHRwdHR0elKeqaNWs4e/Ysr169IjU1lUePHlGuXDnMzMyYMmUK165do169ej881lq1a2M76hfSBAVIJKQEBvFxc85qM+lR0byfOfeP9wo5IbExTL16Ccis+PS16Jtlci0iIiIiIgojIiIiIiJ/M9WrV1cKHnkRHh6Oj49Ptqox1a1s0Pr9qadUQ4OM6BgAkvz8yYjKf+Gs6VCSpOcvUImPp6KmdjajSan0x/4UFlQY0dDQYPfu3YwdO5agoCDl9vHjx7N///7vVvn4WhhRlcnY0qod5UyKolFA7wBNFRU6lC3PxNp1UVNTIzExMc+2x44do0ePHhw9epSGDRsqt6empjJs2DAmTpzImTNnGDZsmHLMt1atofWXJDwqOqGtqoqOmhqaKirIBAEVhQIhPZ1KxiasadqSY527o6+hmeO8VapU4dq1a8yaNYshQ4bQvHlz/P39AdDR0SE1NTVXsSE/Xr9+TaNGjVi6dCnt2rUDYMqUKYwcOVJpGlra2ISmJRzoWLY8zUo6UNbEFMiscqOjo8OaNWsICwvjxIkTXLx4kSVLlij7d3Bw4MqVK7i5ubFkyRLs7e05cuQI58+fx8HBgW3btuVIm/leZRpBEFi7di3Dhg3jxo0bODk5Ubp0aW7dukXx4sUZOXIkt2/fpnr16nh7e9O6detcDVq9vb3R1NTMVRhp3rw5sbGxODg4cOnSJW7fvs26deuIjo5m2rRpzJ8/n1mzZhEdHY2rqytXr14t8JyrqKjQvHlzDh8+TEBAAM7Ozvzyyy+UKFGC2bNn/3DUz9+NVCrF0tKSOnXq0Lt3b2bPnq0UpyIjIwkPD2fXrl306tULc3Nznj9/zvLly2nevDm6urpUrVoViURCkyZN+PXXX7lw4QLx8fFERUV9VxjLjZshwSRkpEOW4bFdcYoO6FOgY1Plcs4EvCImOTnHPmtrax4+fFjo8YiIiIj8LyIKIyIiIiIifytVq1bl8ePHuZpQrlq1CiMjI5ycnOjcuTMtW7ZU7qthbYPu76U5NcuUQpDLCVu5luRXr1EvXiz3k/2uN6iZFcWwZTOClq5iZveezJo167vVUL5HQYURyCyBOn78eDw8PJSVSaysrLC2ts5XqIDMqixZwgiAjpoa+9p3olcFJxQpqSjyEAy0VFUpqq3NjLr1mVnPHYlEgr6+PrGxsbm237t3L56enpw9e5ZatWopt799+5YaNWoQERHBgwcPspWPPXLkCM+fP2fB5MlMrePG/QFDWN64GdPr1qeRhjYlQj7g/PwVTRJSqFesONJ8BCCJREKbNm14/vw5DRs2pG7dugwZMoTPnz9jaGhITExMvvP0NUFBQTRo0IDZs2fTrVs3AO7du8f169cZPXr0d49XVVVly5YtSCQSRowYgYGBAefOnWPNmjXs2rUr25jHjh2Lg4MDb968wcPDgzFjxrB3715+/fVXypUrx8GDB5ViyPeEkWvXrgGZqROdO3dm06ZNLF68GFVVVUaMGIGPjw+DBw9mzZo12Nrasm/fvhx9JCQk8OLFC5KTk3P4xkCmeDFgwACsrKyQSqWMGDECFRUVfvvtN/bv38+ePXsYPnw4GzduRC6X0759ezZt2vTdOfsWExMTRo4cyZMnTzh48CARERE4OTnRuHFj9u/fT0pKSqH7/Legp6dHpUqVaNeuHePGjWP9+vVcuHCBN2/ecO7cOezs7FixYgU1atTAzs6ODRs28Pr1a+zs7DAwMMDZ2ZmOHTsyYcIENm3axKVLlwgKCsrTf2bjg3s5TFYLg0Qi4aB/3l5IIiIiIiKiMCIiIiIi8jejq6uLnZ0dT55k97rw8vIiKSmJqKgoIiIiWLx4MRKJhODgYIoVK4ZUIqGfUxU0ZCpI1dSwGDkMixFDMWrfBosRQ5X+IhlxcQCkR0Uh+8rQU79aFZpMmQTA4cOH8fb2pl69esrFKOQMNc+PwggjAKNHj0Ymk7F48WLltpSUFHx8fPJNFfk6YiQLVZmMDuaWfFm0DD3fh+glp2CspYWumhqm2trUtS3Gxhatud13EJ3K/SEAGRgY5CowbN68mXHjxnHp0qVsaRnfps58bTAaGxvL8OHD2bx5Mxq/p8aoq6jgXtyezuUcaWlbnIznL2jfoCFnzpwp8DypqakxcuRIXr58iZqaGmXKlAEy57sgfPjwAXd3dyZMmEDfvn2BzEiM8ePH4+XlVWBTzTp16tCqVStu3brFhQsXsLKy4ty5c4wbN45z584p27m4uPDmzRs2bdrE0qVL8fDwYPv27Rw5coQ1a9awePFinJ2dOX369HdL9i5ZsoT09HSuX7/OgwcPaNq0KYIgMGLECO7evcvy5csZMGAA6urqXLt2TTnvX+Pr60vFihV59+5dnr41/fv359q1a1SqVImoqCh2796NiYkJJ06cYNSoUdy9e5dOnTpx9OhRIPNnc9SoUYUqN5yFRCKhSpUqrF27lg8fPtC7d2+2bduGlZUVw4YN4+HDhz8URfFvxd/fH0dHRxo0aMDAgQM5ePAgS5YsoXLlysrKToIg0LJlS/T09Dh8+DCtW7emRIkSqKurU6JECerUqYOuri4tW7ZEV0+P334Zqfy9BpAc8Ibw1esKNJ6U4BDezJzLiKbNst23gPJ369d8/PiRFi1aYG5ujru7O58+fQLI9rsyt+NERERE/uuIwoiIiIiIyN9OQdJpcqNzOUcMNDXzjTz4uH4zIZOmI9PVRbOUg3K7lpoamwZ6EhgYSPPmzenRowd16tTh3LlzP7QwCw8Px8zMrMDtZTIZO3fuZOnSpTx69Ijw8HDi4+Pp0KEDK1euzPO43IQRyKzWIk9LQ/Pde6aVKI1v/8E88RyOTz9PtrduT01r2xwpOrlFjKxYsYK5c+dy7do1ypfPrGaTX+pMFuPHj6dVq1bUrl0713Gbm5sTHh5O48aNuXr1aqFTYYyMjFixYgW3b98mIyODZs2acfDgwXw/q48fP+Lu7s6QIUMYOnSocvvZs2eJiIhQCiUFZenSpQiCgKenJ+np6ZQpU4YjR47Qs2dPfH19AVBXV6d69ercuHGDVq1a8fz5c9TV1SlfvjyxsbHcvXuXGTNmMGHCBDIyMrIJcV+zY8cOzp49S+fOnbl48SIWFhYIgsAvv/zC3bt3OXz4MI0bN0YqlXLkyJE8F6be3t7UrFmToKCgPIURCwsL3NzcqFKlComJiUyePJmEhATKly/P1q1badeuHe/fv8fNzY0rV64gCAJnz56lZcuWxH21QC8smpqadO3alQsXLvDgwQNMTU1p3749Tk5OrFy5ks+fP/9w3/8WYmNj0dHRUb4vWrQodnZ2+Pj4YGNjw8ePH5HL5ejo6DBw4EDevn3Ly5cviY+Px8HBgcWLF9OnTx9SUlIICwujassWyHR1SHzwY1WZPu89gEGzJlhMGMObN2++2/6XX36hZcuWhIeHU6tWLebOnfvdY0RERET+FxCFERERERGRv52CGLDmhq66Ovvbd6aIujqyPMQRywljsJ0/i6J9PJBIpUgAbVVVdrXtiLmuLpqamgwePJiAgAAGDhzI2LFjqVy5MgcPHizUE/HCRowA2Nrasnz5crp3787ly5epWbMmkydPZu3atXzJw0A2L2Hk3LlzSKVS/P39cXNzK9D5v44YEQSBOXPmsHbtWm7cuEHJkiWB/FNnsrh27Rpnz55lwYIFeZ7LwsKCsLAwjIyMKFeuHDdu3CjQGL/FwcGBmjVrMnToUBYsWEDNmjVzFdWioqJo0KAB3bt3Z+zYscrtcrmc8ePHs2DBgu+WoP0WU1NTFi5cSExMDKtXrwagRo0abNu2jdatW/P69WsApYAAmWkWa9eu5fDhw8yYMYM2bdpQtWpVnjx5gqqqKoMHD6ZRo0bcu3cPgLS0NMaOHcsvv/xCu3btmD17trJ6zfDhw7l37x7nzp3D3d2d1NRUxo8fT9OmTfMcs7e3NxUrVkQul2crEf0tgwcP5uzZs1SpUgVzc3MWLVoEZFZBGjFiBK1btyYxMZFKlSpx+/Zt5HI5Hz9+pHr16gQGBhZqHnPD1taW6dOn8/btW5YtW8b9+/cpUaIEHTt25MyZMwUqa/xvRFVVNZsIeP36dcLCwjAxMWHEiBGoq6vj5OREXFwcPj4+hIaGUrVqVezs7IiIiCAxMRE3NzckEgk3b95k5vx56Nrbo/iB1CN5UjIZMTFoVaqAVE2NLt+U3c6NS5cuMX36dMzMzFi3bh2vXr3K0eZ/KcJHREREJAtRGBERERER+dtxdXX9oYgRAOsiRTjV1QPbIvpKM9a80FZVxURLm986dcPRtGi2fSoqKvTo0YOnT5/i5eXF8uXLKVOmDFu2bPludIMgCD8kjAB0794dR0dHFi9eTO3atbG3t6dZs2bKhfe3ZAkj3y5GLl++jLOzM6VLl8bQ0LBA586KGBEEgUmTJrF//35u3LiBjY0NkH/qTBbJyckMHDiQtWvXUqRIkTzPZWRkRHx8PKmpqTRr1qxQ6TTfYmhoiKWlJffv32fQoEF06NCBbt26ERISAmQ+pW/UqBHNmzdn2rRp2Y7duXMnBgYGtGrV6ofOPXDgQKytrZkxYwYfP34EMsWDOXPm0LhxY8LDw6lfv75SGMmiRo0aPHr0iMqVK+Pk5MSGDRtQU1PD19eXdu3a0bZtWxo1aoSzszMvX75EQ0ND+XQ+SxS5f/8+58+fp3fv3gQGBlKjRg1mzpyZ51jlcjk+Pj6YmZllq7aUG/Xr1ycpKYn27dvz/v171q5dqzRHHTduHI6OjvTq1QuFQkHx4sW5ffs2MpmMIkWKUKNGDW7evPlD8/ktUqmU+vXrs2vXLkJCQmjQoAEzZ87E1taWyZMnF7gyzr8Fe3t73r59q3x/5coVVqxYkWv1K0EQcHNzIyIigoiICN69e0fbtm2BzJ97LS0tdFTVlF5JhUcAJEgkEiSAagGEQUEQePr0KREREYSHh7N79+4cbUJDQ390QCIiIiL/WkRhRERERETkb6dUqVLExMQoF5qFxVxXlws9+7CheWtq2diiJpOhq6aOrpoaQkoKalIpTmbmLG3UlFt9B+JgZJxnX1KplFatWnH79m02bdrEoUOHsLe3Z9myZSQkJOR6THx8PBKJBN2vPEwKikQiYf369bx48QJ1dXUgs1rKypUriY+Pz9FeR0cHqVSabV9qairv3r3D2tqaBg0aFPjc+vr6xMTEMHz4cC5dusT169cxNzcvUOpMFrNmzaJSpUrfFRqkUilmZmaEh4fTvHnzPy2MREdHI5VK6dWrF69evaJUqVI4OzszevRoGjVqRK1atZg/f362cSclJTF9+nSlX82PIJVK2bFjB3K5nDFjxii39+vXj/79+9O0aVNKlChBSEiI0o8hC3V1dWbMmMH169fZu3cvSUlJvHnzBk9PT+bPn8/t27d59+4dMTExlCpVilKlSiEIAsOGDePBgwecP3+e1atXc/LkSYyMjPjtt9+Q5VOq+fnz55iamvLly5c802i+vi5PT0+uX79O1apVqVatGhMnTgQy79GNGzcSFhbGrFmzgEwz1StXrqCnp0exYsVo164dO3bs+KE5zYsiRYowaNAg7t69y4ULF0hLS6NWrVrUqVOH7du35/nz+G+iUaNGBAcHc+HCBeLi4jh48CAzZ87MtfqVq6srDx8+xN/fn5SUFNzd3bl8+TLwR7UsmyL6yBU/FqEh09JCpqdH4rPnmGlosn///u8e4+7uzsaNG4FMM+yBAwcCmZFQISEhCILAqlWrfmg8IiIiIv9mRGFERERERORvRyqV4uLi8sNRIwBSiYRaNrb82qYDN3r3Z3PLNixr3AwTn/vMcSjLb5260ci+JCoFLMcrkUioV68e58+f5/jx49y5cwc7OztmzpyZwxz1R6NFlGOXSlFRUWHhwoVER0dTqlQpGjRowLp1uRsqfptOs3fvXiQSCa9fvy6UMFKkSBF27NjBkydPuHz5MkZGRgVKncni8ePHbN26tcALoyyfkUqVKhEfH18gj4PcMDIyyvYZaGtrM2PGDO7evcu+ffvw8/OjTJkyOVKhVq5cSfXq1XF1df2h82bh7OxMz549OXLkCPfv31dunzx5MrVq1aJDhw7UrFkzT/+QsmXLcvPmTTQ0NGjRogXOzs7MnDmTGzdu8OHDB0JCQnjy5AmDBg2iV69ePHz4kPPnz+Pt7c2MGTPQ1NTk1KlT+abGwB/+IoGBgblWpPmW3r17c+LECUaOHMnjx4+5fv06t2/fBjLLTB89epTt27dz8OBBIFOkO3nyJA4ODlhaWjJr1izGjx//Q6as36NcuXIsWbKEDx8+MHr0aI4dO4a1tTX9+vXD29v7X5vOoaenx5kzZxg/fjwODg507NgRTc2cJaohM1Vr69attGnTBltbW2rXrp1DcDTS0sImn8is72HSrTOxx0/y0mt2gTyRVq9ejY+PDyYmJhw5coTly5cDMGLECGbPnk2jRo3y9BUSERER+S8jEf6tf1lERERERP6nmTlzJikpKcyfP/+n9uvh4YGbmxt9+vT50329evWKhQsXcuzYMfr06cPo0aOxtLTk2rVrTJ8+/Yd9M06fPs3SpUupUKECYWFhHDhwAH9/f+rXr09gYGCOyilZ0RBZCxJXV1dl9Z7IyMhcq5N8S1paGtWqVSMmJgZ/f3+0tbU5dOgQQ4cOZfr06QwdOjTfqIqMjAxcXV0ZOnRogee2bdu29OjRg/bt29OvXz8qVqzIL7/8UqBjv2b9+vU8ffqU9evXK7elpqbSunVrpXfDuHHjiIyMZOnSpTRu3JjPnz9TunRp7ty5o/RP+TN8+fKFYsWKYWVlxZMnT5RP9OVyOV26dCEgIIBq1arlW9rW0NAQfX190tPT0dbWZuvWraiqqtKpUyd8fHxo2rQpfn5+eHp60qNHD2rXro2mpiaLFy9WPrnPjx49euDm5saDBw8oU6YMw4cP/+4xHh4eVKxYkZs3b6Kjo0NAQAB37txRXt/jx49p2LCh0o8EQKFQMHHiRI4dO4aRkRGmpqbs2bMnm+noX0FERAS7du1i27ZtKBQK+vTpg4eHBxYWFn/pef9pfEM/0PfEEZJ+sGSvhooKvv0Ho/N7uXMRERERkZyIESMiIiIiIv8If8ZnJD+KFy9OcHDwT+mrVKlSbNu2jSdPniCXy3F0dGTAgAE8evToT0WM3Lx5k9q1azN//nyeP3/O7t27KVeuHLVr11aGsX/N1xEj4eHhPH36lBIlSuDq6logUSQ5OZl27dohkUioU6cOKioqBU6dyWLFihUUKVKkwOWM4Y+IEeBP+YwYGhoSFRWlfJ+enk7nzp3R1dVl+/btVKlShStXrjBv3jyGDx9OkyZNGDVqFF26dPkpoghkRtusXbuWt2/f8uuvvyq3y2Qydu3ahYqKCocOHco1kkEQBDZt2kRsbCwjRozg3bt3zJ07l06dOtGzZ0/69OnDzJkz0dTUxM/Pj9TUVKpXr45UKqVZs2YMGDCgQGMsSEWab/H09GTjxo1Mnz6dS5cuIZfL2bt3r3J/pUqV2LhxI23btiUsLAzIjHhatGgRnp6evH//HhUVFWrWrKn0KPmrMDMzY9y4cfj7+7Njxw4CAwMpX748LVq04LfffiMtLe0vPf8/RVULS6x09Qoc/fY1GioqdC7nKIoiIiIiIt9BFEZERERERP4RqlWrxv3793969YlixYoRFBT0U/u0trZmxYoVvH79GnNzc6ZOncqjR494/PjxD/V38+ZN6tSpg6amJnv27GH06NGEhIQwdepUlixZQnJycrb2Xwsju3fvxsLCgvT09AKl0SQkJNC8eXP09PSYPHkyERERBU6dyeLt27csWLCATZs2FcqrI6syDUDDhg3x9vYmMTGxwMdnkeUxApkRGj169EAul7Nnzx5lpRmJREKrVq3w8/OjWrVq7Nmzh/j4+B/2scmNrl27Uq5cOUaMGJHN80VDQ4OLFy8SHx+v9OnIIjY2ls6dO7Nu3TqMjY3p2LEjEomE9u3bc+3aNYKDg1m0aBHXrl3j3LlzlCxZkrt376KmpoampiaXLl1i8eLFJCUl5Tu2sLAw4uPjKVWqVIFTaSCzdLampibR0dHUqFGD6tWrM2nSpGyfU7t27fD09KRNmzbZ7s3Ro0ezaNEi5f38o9WmCotEIqF69eps2rSJ9+/f06lTJ9asWYOVlRWjRo3i2bNnf/kY/k4kEgk723TItxpXbqjLVHA0LcrkWnX/wtGJiIiI/G8gCiMiIiIiIv8IBgYGWFtb4+fn91P7/ZkRI99ibGzMrFmzGDBgACVLlqRZs2Y0a9asUBU6kpOTefz4sdL3olKlSowdOxYPDw8cHR2pWrUqW7ZsyXbM15VpsoxAAwMDcXd3z/dcWdVa7O3t2bVrF35+fly/fj3fqjPfIggCgwYNYuLEidjb2xf4OiF7xIienh5Vq1bNUb2lIGQJIwqFgn79+hEdHc2hQ4dQy+UpuJqaGq9fv2bSpEkYGxtTrlw5FixYQMoPlDv9FolEwp49e0hNTc0hgBgYGNCkSRO2bdvGtm3bALh79y7Ozs6Ympri4+ODmpoaCoVCeczhw4cpXrw4xYsXJz09nb59+9KxY0f8/f3R0tLi3r17XL9+HV9fX0qUKMHatWvzjIrw9vamRo0aCIJASEgIxYoVK/A1eXp6smHDBry8vDh8+DAuLi4sXrw4W7vJkydjb29Pv379skXFdOvWjT179nDgwAH69u1Lq1at2LNnT4HO/TPQ1tbGw8ODq1evcufOHXR0dGjWrBlVq1Zl3bp1yvLU/3WK6uhwrHMPzHR00ShAdRktVVWqW1mzs017VPMx7BURERERyUQURkRERERE/jH+inSavyJi5FuioqLo3LkzgYGBtG7dmt69e1OrVi1Onz79XVNIX19fypcvn81HZOzYsQiCwNKlS5k2bRqLFi3KVjI4Sxi5d+8eqamphIWFERMTg5OTU57niYyMxM3NjWrVqrF69WpGjBjB1q1bKVasWIFSZ7LYsWMHMTExjBw5skDtv+ZrYQR+PJ3GyMiIqKgohg4dSmBgIMeOHcszhejevXvcvHmTyZMns3TpUnx8fLh37x6lS5dm3759f9q008HBAU9PT7Zs2ZKjlGyzZs2oXbs2kydPpk+fPrRq1YqlS5eyZs0aNDQ0kEqlSmEkLS2NefPmoa6uzp07d/Dz8+PLly8cOXIEDQ0Ntm7dSokSJShbtiyHDx/m5MmTnDp1ilKlSrFz584chqdZaTTh4eHo6+ujpaVV4Gvq0aMHly9fxtjYmJo1a1KqVClWr17Nhw8flG0kEgnbtm3jzZs3zJs3L9vxWR4k27ZtY8iQIUydOpWpU6dmE4H+Duzt7Zk9ezbBwcHMmTOHGzduULx4cbp168bFixf/9vH8bCz19DjbvRdjqtekqLZ2jnLlMokEDRUVypsWZaF7Y7a0aouGSv4lzUVEREREfkcQERERERH5h9i4caPg4eHxU/tMT08X1NTUhNTU1J/a79e4u7sLFy5cyHbOvXv3ChUqVBAqVKgg7Nu3T0hPT8/12NmzZwtjxozJsT0oKEgwNjYWHj16JDRt2lRYv369ct/JkyeFZs2aCYMHDxYGDx4sWFtbC+3bt89zfB8+fBDKlCkjTJ06VQgICBCcnZ2F9u3bC0+ePBFsbGwKfJ3h4eGCiYmJ8OjRowIf8zWPHj0SHB0dle+fP38u2NjYCAqFolD9xMbGCqqqqoKLi4vw5cuXPNspFAqhbt26wqZNm3Lsu379ulC5cmXBxcVF8Pb2LtT5vyUpKUkwMDAQqlWrlm37ixcvBCsrK8HFxUVQUVERfvvtt2z7bW1thcDAQEEulwsNGzYUdHV1hbi4OEEQBOHq1auCTCYTLCwsBHNzc6FOnTrCy5cvc5z7xo0bQq1atYQyZcoIhw4dEuRyuSAIglClShXh5s2bwo0bN4Tq1asX+poGDRokzJo1S3j69KlQtGhRYdy4cUKPHj1ytAsNDRWsrKyEI0eO5NgXEBAg2NnZCWPHjhVq1KghtG/fXkhISCj0WH4mUVFRwurVqwUnJyfBxsZGmD59uhAYGPiPjulnoFAohJshwcLCW9eFsRfOCpMunRdW+twWXn/+/E8PTUREROQ/iSiMiIiIiIj8Yzx9+lRwcHD46f0WK1ZMCAgI+On9ZlG2bFnh2bNnObYrFArh1KlTQs2aNQV7e3thw4YNQnJycrY2jRo1Eo4dO5Zrvzt37hTKlSsnXL16VbC1tVWKO/fu3RMqVaokGBoaCvPnzxfs7e2zCSdfExQUJNjZ2QkLFiwQDh48KJiYmAirV68WFAqFEBsbK+jq6hb4Ojt16iRMnDixwO2/JSIiQjA2Nla+VygUQrFixXKdu/yYPHmyAAgRERH5tjt16pRQpkyZPEUpuVwu/Prrr4KVlZXQqVOnP7VAPnbsmKCqqppNILh48aIglUqFwYMHCydPnhSKFi0q+Pv7K/fb2dkJr1+/FgYMGCAUKVJE2LJliyAIghASEiKoq6sLdnZ2Qv369YWUlBRhxYoVgpGRkTBnzpwcIp9CoRDOnj0rODs7C87OzsKRI0cELS0tITk5Wdi5c6fQrVu3Ql/P48ePBSsrKyE9PV3o1KmTMGvWLMHCwkLw8fHJ0fbevXtKEe9bwsPDBScnJ6F///5Cz549BWdnZ+HDhw+FHs9fwaNHj4RffvlFMDY2Ftzc3IRdu3YJiYmJ//SwRERERET+BYjCiIiIiIjIP0ZGRoagq6srfP7JTznd3NyEixcv/tQ+v8bAwOC7Y75x44bQpEkTwdzcXFi8eLEQFxcnpKen53u9CoVC6NChgzBy5EihQYMGwpYtW4SXnyOFyWdOCpYD+grlJo0Xas2cLhjXrik8zyWa4OXLl4K1tbWwfPlyYejQoULx4sWFe/fuKffL5XJBKpXmKRx8zfHjx4USJUoISUlJ322bF3K5XFBVVc22sB8yZIiwcOHCAvcxZ84coWzZsoKRkVG+wkh6erpQtmxZ4cSJE9/tMzExUZg9e7ZgZGQkjB8/XoiNjS3weL6mRo0agpGRkZCYmChMmTJFsLCwENzd3ZURKzt37hRsbGyUwkCJEiWEjh07Cs7OzoKpqamQmpoqJCUlCWZmZkLRokUFS0tL4ePHj8r+g4ODhaZNmwqOjo65ChQKhUI4fPiwYGtrK+jq6go3btwQvLy8hClTpvzQ9bi6ugrHjx8Xnj9/LpiYmAjr168XXF1dc43wOXDggGBjY5PrZ/LlyxfB3d1daNOmjTB79mzB0tIy2334T5OSkiIcPHhQaNq0qWBgYCAMGjRIuHv3bqEjmURERERE/ncQPUZERERERP4xZDIZVatW5e7duz+137/SZyQlJYXExEQMDQ3zbVe7dm3Onj3L6dOnuXfvHnZ2dnh6emJhYYGRkVGux0gkEjZs2MChQ4co0awJc4MCaLt/DwffvEatfFmSzEwJ1ddDp2VzOl85z+wbV4lIyKyO8vTpU9zc3Bg2bBi7du0iPDychw8fZqs6I5VK0dPTIy4uLt+xf/nyhaFDh7J582Y0NTULOUN/IJVKMTU1VVbUgcL5jCxfvpwdO3Zw6dIljI2NlZVpcmPnzp0YGRnRokWL7/arpaXF1KlTefbsGVFRUZQqVYp169YVukLS/v37iYuLw8HBgXv37vHw4UO6deumNJj18PBgyJAhNGnShKioKCIjI3n79i2VK1dm0KBBqKqqUr9+feLi4khPT+fQoUOYmpoq+7e1teX06dNMmjSJ1q1bM3LkSBISEpT7s6rb9O3bl1q1auHh4cGmTZuQ/kBZV4DBgwezfv16ypYti7u7O1FRUaSlpbF///4cbTt16kTv3r1p27ZtNj8cyDTaPX36NBoaGly4cIGFCxfStGlTDh48+EPj+tmoq6vTsWNHzpw5w9OnT7GxsaFbt26UL1+epUuX/tRKRiIiIiIi/w1EYURERERE5B+levXqP92AtXjx4n+ZMBIREYGZmVmBzUudnJw4cOAAt2/fxs/Pj6CgIEaOHMn79+9zba+rr4/r7Bmck6eBqQkp8gzk3xiGStTVSExPZ/fTxzTevZM9ly/RsGFDOnfuzJIlS+jTpw+HDx/OteqMgYHBdyt1TJo0iaZNm1KvXr0CXWN+fF2yF8DNzY2HDx/y5cuXfI9bv349q1at4vLly5ibm2cr2fstSUlJzJgxg8WLFxeqnLC5uTlbtmzh/PnzHDlyhAoVKnDmzJkCG7Q+ePAAVVVVwsPD2bp1K0WLFqV+/fpcvXpV2cf48eOpX78+5cqVIy0tjaVLl3L48GEGDRrE4MGDuX//PhYWFnh5eVG9evUc55BIJHTt2pXnz58TGxtL+fLlcwhLd+7cYeDAgbx69QpNTU3WrVtHhw4d8Pf3L/BcAHTs2JH79+8TGBjI9OnTWblyJXPnzmXChAm5lgueMWMGFhYWDBw4MMecqaurs2fPHipXrsyCBQvYvXs3Y8eOZdasWX/aAPdnYmVlxeTJkwkICGDDhg34+flRunRp2rZty4kTJ0hPT/+nhygiIiIi8jcgCiMiIiIiIv8orq6u3Llz56f2WaxYsb+sZG94eDjm5uaFPq5kyZJYWFiwdOlSZDIZFStWpG/fvrx69UrZRiEIDD1zAv/kJCS5lKL9lnSFgvi0VKY+uodjfTeOHz/OmTNn8q06o6+vT2xsbJ593rx5kxMnTrBo0aJCX2NufFuZRktLi1q1anHhwoU8j9m5cyfz5s3j8uXL2NjYAJmVafISRlasWEGNGjVwcXH5oTFWrFiRixcvsnjxYkaPHk3jxo159uxZnu1TUlL45ZdfGDVqFOfPn8fQ0JAePXoAmfeelpYWL168ADLLHSckJKBQKFBRUeHcuXO4u7tz5swZtmzZgouLC1WrVmXYsGH5jtHIyIgdO3awZcsWhg8fTrdu3fj06RMKhQIfHx9q1KiBmpoaqamp3Lx5ExcXF+rVq0evXr0KLBJqamoqo07KlClDw4YNefDgAa6urixdujRHe6lUys6dO3n27BlLlizJdf+yZcvo2bMnAwcOZPfu3Zw+fZpu3bqRnJxcoDH9XUgkEmrXrs327dt59+4dLVq0YNGiRdjY2DB+/Hjl5ykiIiIi8r+JKIyIiIiIiPyjuLi44Ovrm6P86J/hr4wYKYwwcu3aNVRVVTE2NsbY2Jhjx44pxZGAgABsbW2pVasWHTt25OHDh2y878vt9+9IKURKR8LDR0SfOE1IlUrc9vXNljqTGwYGBnkKIykpKQwYMIDVq1fnGm3yI3wbMQL5p9McOHCASZMmcfHiRezs7JTbDQ0NiYqKytE+MjKSZcuW5SghW1gkEgnNmzfn2bNntG7dmgYNGjBw4MBsaUAAr1+/pnr16oSFhfHo0SNq1arFnj17uHnzpjKFpn79+ly5cgWFQsGAAQN48+YNL168QBAE1q1bR7169RgyZAi1a9cmJiaGTZs2FTjSpUGDBjx79gwrKyscHR2ZN28exsbGmJqakpqayqdPnyhZsiTjxo0jICCA4sWLU6VKFYYMGZLjc8iNQYMGsX37dlJTU5k+fTorVqxgypQprFixgtDQ0BzttbW1OX78OCtWrODkyZO5zuv48eOZNWsWnTp1YuHChQDUq1cvm2D2b0JXV5d+/fpx69Ytrl27hlQqxd3dnerVq7N58+bvpqKJiIiIiPz3EIUREREREZF/FBMTE0xNTXn58uVP67N48eL/moiRypUr8/nzZ27duoWNjQ3t2rUDMiMAZsyYQVBQEDVq1KBV69YsvX6V5EL6XOg4O2HUoS3qWlrc+hTx3fb6+vp5ptLMnTuXcuXK0bZt20KNIT++jRiBTGHk7NmzKBSKbNuPHz/OiBEjOH/+PKVLl862L69Umjlz5tC1a1dKlCjxU8arqqrK0KFDefXqFUWKFKF8+fLMnTuX5ORkdu3aRc2aNfH09OTQoUNK8ahRo0bUrFmTbt26oVAocKlXl32vXlBz5nR8jA2oPHEcx98FY2JtRUpKCqNGjaJs2bI8e/aM3377DR0dnUKNUUtLi0WLFnH27Fk2bdpEYmIib9++JSQkBCsrK1RUVAAoUqQIXl5evHr1Ci0tLRwdHRk/fnyuAlMWDg4OODo6cuTIEUqVKkXTpk05ceIEgwYNYvLkybkeY21tzZEjR+jbty9+fn65tunVqxfbt2+nY8eOdOvWjRYtWuDi4sKjR48Kde1/N6VKlWLBggW8e/eOKVOmcO7cOWxsbOjVqxfXrl3LcQ+LiIiIiPw3EYUREREREZF/nJ+dTmNubk5MTMxfEq7/o6k0N2/epHbt2jm26+joMGrUKNZfOI+KmuoPjyspPZ0N932/2y6vVJqnT5+yceNGVq9e/cNjyI3cIkbs7OzQ19fPtig+d+4cAwYM4PTp0zg6OuboJzdh5M2bN+zZs4dp06b91DFD5jwtXryYu3fvcv/+fYyNjZk4cSKXLl1i0KBBOSI8Dh06RJymBvWXLWZJ7GdCba34aGRAsqU5xwJeseT2LYR+vTH26I7MrCjv379nw4YNOQSgwuDs7Ezt2rWpWbMmLi4uLFq0CFtb2xztjI2NWbJkCU+fPiU+Pp5SpUoxc+bMPCMfPD092bBhAwDTpk1j5cqVDB48mIsXL3Lv3r1cj3FxcWHFihW0atWKyMjIXNs0bdqUU6dOMWDAAKysrFi6dCmNGjXi2LFjPzYBfyMqKiq0aNGC3377jYCAACpVqsTw4cMpWbIkc+bMydMzSERERETkv4EojIiIiIiI/OP8bANWqVSKjY0NISEhP63PLP6sMLJjxw5q1apFpUqVMDMzY9OmTQD86veE6HsPeD9zLu+85hB/N3MBmhzwhvDV64g6eoKQidMIW7UWRdofhpDxd+8RuSezakh4QgL+kZ+QSCTs27cPS0tL7OzseP78OQABAQGcP3+eUaNG0b59e6Whplwup3///sybNw8LC4s/NT/fklvECEDz5s05ffo0kJly5OHhwbFjx6hcuXKu/eQmjEyZMoVRo0Zlq+Tys4mPj8ff3x83NzfMzc0ZMGAAt27dytHu4sdwLEcOI0RFSrpCgfQbj5gUeQYSVRXUy5fFfOQwpOXLKSM7/gx37txh1qxZ+Pr64u3tzdOnT3n48GGubS0tLVm/fj13797l7du3lCxZkiVLluQQEFu3bk1AQADPnz+nZMmStGjRgq1btzJnzhxGjhyZp3lq9+7d6dKlCx06dCAtLS3XNi4uLly/fp1Zs2YREBCg9MRZsGDBv8qUNT9MTEwYNWoUT58+5cCBA4SFhVGpUiUaN27MgQMHSElJ+aeHKCIiIiJSSERhRERERETkH8fV1fWnV6b5q0r2FlYYefjwIWZmZuzZs4eZM2cC8OzZM44dO4avry+TJ0/m/fv3vHjxkuiTpzEbPhiLEcOIOXOOtLBMQSE1+B0qBvrYzJmBIimF5Be5px3JJBKCYzPTZE6fPk1wcDANGzZk48aNAPTs2RN3d3eGDx+Orq6ucvuqVavQ1tamX79+PzwveZFbxAj84TNy584dOnXqxIEDB6hRo0ae/Xxrvurr68utW7cYOXLkTx8zZJqmrlmzhoYNG+Ll5cWpU6fw9fVl5MiRdO/enY4dO/L27VsAdj19xLxb15FLJEi+UypXIpWCigrGndoxZM2qXEWWghIeHs6XL18oVaoUdnZ2tGjRAjc3N5o2bcq4ceNyrSQDYG9vz6+//sqVK1e4ffs2JUuWZMOGDUoxQ1VVlX79+invj2nTprFmzRpatWpFcnJyvmV358yZg4GBAUOGDMlT6ChVqhTe3t4cOHCAX3/9ldu3b3Po0CF69eqVo/TvvxmJREKVKlVYt24dHz58oFevXmzZsgUrKyuGDx/+r08TEhERERH5A1EYERERERH5x3F0dCQkJOS7JVwLw1/lMxIeHo6ZmVmB2zs7O3Pv3j0MDQ358OEDAO7u7hQrVgwbGxtcXV158OAB0X7P0SpXFlVDQ1QM9NGu4Ejyy8yKNVIdbfTq1kaiooK6lQWKPJ5IywUFCb8vbmfMmIGqqiqurq7ExcURHx+Pr68vR48eZcWKFZw6dYqXL18SFBTE3LlzC2UAWhjyihipXbs2fn5+tGrVil9//RU3N7d8+/k6YkQQBMaPH8/MmTPR1tb+6WO+du0aRYoUYdSoUXTs2JGuXbsCmZFI3bp14+XLlzg5OeHi4kLfyZOYf/N6oQxzAdIUCvRat6DjkMF5+nJ8D29vb2rUqIH0dzEmODiY9u3b8+zZM8LCwnB0dOTixYt5Hl+uXDmOHDnC0aNHOXr0KGXKlGHXrl3I5XIGDBjAnj17SExMxN7enlatWrFq1SqWL1/O+PHj80xTk0ql7Nq1C19fX1auXJnnuS0sLLh+/TrPnj1j7NixXLx4kaSkJOrXr8+nT59+aD7+STQ1NenWrRsXL15Upl61bduWSpUqsWrVqnx9XURERERE/nlEYURERERE5B9HVVUVZ2dnfH2/75FRUP4tESPwRxpNlvDw9ZN0hUKBVCpFRfbNn+SvRAoVI8M/RIt8xAuZRIrO7ykc9vb2vzf/45waGhqsX7+eNm3aEBoayvz58/H09GTcuHGULFmyUNdUUExMTIiJicmRWvHq1SsyMjLo0aMHTZo0+W4/X1elOX36NJGRkfTu3funj/f69es0bNiQunXrEh0dzYMHD3KUFtbU1GTy5Mn4+fnhp6VOcnp6Hr3lTtCIsQBkANWGeNKsWTPevXtX6DLT3t7e1KxZU/k+MDAQOzs7TE1N2bNnD2vWrGHAgAH06tUr34V51apVOX/+PNu2bWPjxo1UqFCB+/fvU6NGDfbvz0zTmjp1KmvXrsXR0ZGqVauybNmyPPvT1dXl5MmTLFy4kHPnzuXZTl9fn3PnzqFQKGjfvj2bN2+mfv36uLi45Fsu+d9OsWLFmDFjBoGBgSxbtgxfX1/s7e3p1KkTZ8+e/akVuEREREREfg6iMCIiIiIi8q/gZ6fT/BUlezMyMoiKiiq0p8W3xquXLl0iMDCQ4OBgfH19qVy5MmWruZD0/AUZ0TFkxH4h8ckzNEuXAihwJIdcUFBM3wBAGUWQhZ6eHuXKlePBgwfExsYyfvx4unXrxqdPnxg9enShrqcwyGQyTE1N+fjxo3Lbq1evaNy4Mb169cpRDjcvsiJGMjIymDBhAgsXLvwpHh1ZyOVy5s6dS9u2bTE3N+fkyZPo6urStm1bLl++nOsxMl1d4gz0v5s+kxcKQeC1PB3PkSNo0qRJoSucfCuMBAUFUbx4ceX7pk2b4ufnh6GhIeXKlWPv3r35+njUrVuXmzdvsnjxYmbPns2rV69YuHAhgiBgZ2dHu3btWLZsGYsWLWLZsmX5lv+1tbXl0KFDeHh45FtxSkNDgwMHDlC2bFnc3NwYMmQIc+fOpX79+pw6dapQ8/FvQyqVUr9+fXbv3k1wcDD169fHy8sLW1tbpkyZwps3b/7pIYqIiIiI/I4ojIiIiIiI/Cv42ZVpCvv0vSB8+vQJIyOjQi3IHzx4wObNm5k5cybGxsZER0fj6upK165dcXV1ZcGCBVhaWjKqVSvM27QkfPU6wlasxqBZY9QsCheZYq6rR1mTvEWb3bt3c/nyZS5evIi/vz8PHjxgy5YtqKr+eDWcgvC1z0hgYCANGjRg3rx5TJ8+nQsXLpBRgDSULGFkx44dGBsb07x58582vvDwcBo3bsyFCxcYPXo0VatWVe7r06cPgwYNYvfu3RQrVgxbW1t27NgBwIHnT/l0+izvps7k3dSZxHn/cf/G+/jyfvZ83k2fRdztTMEv6thJQiZPByBk8nQ+zF2IRCLBLyKC4OBg3r9/j7OzM8bGxiQmJgKZXirOzs6YmZkxcOBApbCRlJTE8+fPqVKlCgCxsbGkpaVhbGyc7dp0dHRYvnw5J06cYMGCBTRr1ixfU2KJREKzZs148OABs2fPJigoiCpVquDt7c2UKVNYv349enp6DBgwgClTpuQ7r7Vq1WLRokW0bNky11LLWchkMtasWUPHjh2pWbMmVapU4cSJEwwcOJBly5b9Z0xZ80NfXx9PT0/u3r3LuXPnSElJoWbNmtSpU4cdO3aQkJDwTw9RRERE5P81ojAiIiIiIvKvwNXVlbt37/60RdBfETFS2DSaevXqERERgZaWFp8/f+bz588YGhpiaWnJ3bt3iYiIoH///gC4F7fHuLor1jOmYOM1FV2XzMW5ZskSmA8fouzTpHsX5T4AXZeqmHTvgpaqKp6VM7d/PYe9e/dWLuRLlSrFvn37KFGiBCYmJvTp0yfPKjA/kyyfkffv3+Pu7s7kyZPp3bs3lpaWWFtbc/fu3e/2UaRIERITE/Hy8mLx4sU/zQ/l3LlzODs7U6tWLa5cuQJkiglZFC1alLS0NCZMmMD169e5desW06ZN4/Hjx2w7fJjYi1ewnDwei/GjlKa4aeERfLl6HYsxI7EcP5rYcxeQx8Vj1KYltvNmAWA7bxZWUyaQkpGBbaOGJCQkoK2tjZOTExEREWhra5OWlkb37t3ZsWMHHz58IDAwUFna1tfXlwoVKqCpqQlkRovY2dnlOS/VqlXjwYMH1K5dm8qVK7NixYp8UzqkUimdO3fGy8sLLS0tunXrxtChQ6lXrx5Lly5l8uTJnDt3jgcPHuQ7v71796Z169Z07NiR9HxSjiQSCVOmTGHy5MnUrVsXFRUV7ty5w86dOxkwYECeVW7+i5QvX56lS5fy/v17Ro0axZEjR7C2tqZ///54e3v/TwhBIiIiIv81RGFERERERORfgbm5Obq6urx+/fqn9GdqakpSUhLx8fE/pT/4MX8Rb29vXF1dvxtloiKVMqhyVTR/ID1EEAQU6ek0L+nw3bb6+vp8/PiRu3fv4uXlVehz/QgWFha8ePECd3d3fvnlFwYPHqzc17x5c86cOfPdPiQSCerq6lSpUoVq1ar96TGlp6czYcIEBgwYwL59+/Dy8kImk6GqqpqtMsr169c5cOAALVu2xNbWFmtra9q2bUu/fv1IUVFBxcSE6OMnSX0bhEnPbkBmieWM6GhC5y0idMFSFKlppOVjKBqbmoJUKsXY2JiMjAw8PT0RBIFXr14RHBxMo0aNsLKy4uHDh/j7+wPfT6PJDVVVVSZPnszt27c5duwY1atX5+nTp/keM2DAAPz8/PD19aVp06bcvHmTZcuW4efnx+zZs/Mt35vFwoUL0dDQYMSIEfm2A+jfvz8bN26kWbNmvHjxAm9vbyIjI2nYsCGfP3/+7vH/JdTU1Gjbti0nTpzA398fBwcH+vXrR+nSpVm4cGGupsUiIiIiIn8NojAiIiIiIvKv4Wf6jEgkkp+eTvNnjFez+DqC41sGVq5KSXUNFIV8Oq6pooLs2CkG9u2XZ4nWLFRUVIiJiWHTpk1oaWkV6jw/ip6eHsuWLaNXr16MGjUq275mzZpx+vTp7/YRGRlJSkoKQ4YM+W7b7xEUFETt2rV5/vw5jx49ol69esp99vb2yjK8AFeuXGHFihXK93K5nAsXLhAXF0fd6tWxGPML2pUqkPI2kLAlKxAyMkAQ0KlaBZs5M7CZMwPrGVNQt7XJczxF1NWV369bt44nT54wffp0BEGgRIkSREREEBERwYcPHxg+fDjwY8JIFg4ODly5coWBAwfSoEEDJk+enGeVGVNTU5o0acKBAwcYNmwYQUFBODk50aBBA7y9vYmKiuLw4cP5nk8mk7Fv3z6uX7/OunXrvju+Vq1acezYMXr16sXRo0c5cuQIrq6uuLq68uLFiwJd438Nc3Nzxo8fz4sXL9ixYwdv3ryhbNmytGjRgiNHjvxPRcyIiIiI/BsRhRERERERkX8N1atX/+kGrD9TGImIiPjTwkh++N69y+XR49EMj0BL5fu+H6pSGXrq6uzv0IW7pzLFhRo1ahAYGJjnMbNmzUIqlWZbVP+VxMTEsH//fiwsLHL1pHBxceH9+/eEhobm28/s2bMxNTXNlubyIxw6dAgXFxc6d+7MyZMnc3hyNGrUiODgYKX4cfDgQebNm8epU6cICgqiY8eOBAcHs2fPHkxS0/i4ej0axYth0KIpGV/ikCcloVmyRKaR7pcvyJOSCVu8jPRPkcpzSLW1SI+KQpDLyfgSh+/Zc2zfvh09PT0+ffrEyZMn2bt3L1evXiUxMZFr164hl8uVaTUKhYI7d+5Qo0YNZZ9ZFWkKilQqpX///jx58oSAgAAqVqzItWvXcm3r6enJhg0bEAQBbW1tDh06hJqaGgYGBoSGhtKvX7/v/pzp6elx4sQJZs2axaVLl747vpo1a3L16lWmTp3KsmXLWLBgAVOnTqVu3bqcP3++wNf5X0MikVC9enU2b97Mhw8f6NixI6tWrcLKyorRo0f/p6v1iIiIiPybEYUREREREZF/DX+FAevP9BkpbMRIYmIiz549w8XF5bttHz16ROvWrSlua8ucGnVY3KgJjqZF0VBRQfaNb4S2qiraqmr0qujE+e69qVDUDC0tLX799Vf69+9P9erVc01PuX37NkeOHMHY2JiYmJgCX8ePEhcXR5MmTXB2dsbCwiLXNioqKjRq1IizZ8/m2c+bN2/Yu3cv5cqVy9fEMz+Sk5Px9PRk0qRJnDlzhlGjRuXqx6Gnp8eZM2cYP348Dg4OdOzYkcGDBzN37lwcHR05e/Ysq1atolq1agxr2gwthxK8nz2f97Pno1e7Jip6eqhZmGPQpCFhy1cTOn8xerVrom75x/UbtmpB+Iq1vJs6E6Kiae1QmnPnzhESEkKjRo2wtbWlTp06LFiwAE9PT0aOHIm5uTk6Ojp4enri7++PsbExRYsWVfZZmIiRrzE3N+fQoUMsXryYnj17MmDAgBz3Rp06dQC4ceMGANbW1vTo0QOZTEZAQACmpqaULVuWiRMn5vv52Nvbs3//frp3705AQMB3x1a2bFm8vb3ZuXMnY8aMwcPDgyNHjtC7d29Wr179P+/Foa2tTa9evbh27Rq3b99GS0uLpk2bUrVqVdavX09sbOw/PUQRERGR/xkkwv/6XxURERERkf8MaWlpGBgY8PHjxz8dGQCwZMkSwsLCWLZs2U8YHbRt25aePXvSrl27ArW/fPky06dPx9vbO992/v7+uLu7M23aNLy8vPjw4QNqamoABERFcfSlP6HxX/B9+AhjbW36NW5K0xIlUc/Dj8Tb25tOnToxaNAgpk6dilQqJTU1FScnJ2bOnMm0adM4evQoZcqUKdwEFIKkpCSaNGlCuXLl6N+/P/369ePx48e5tt29ezdHjhzhyJEjue7v1KkTlSpV4uXLlzRo0AAPD49CjcXf35/OnTtTvnx5Nm7ciJ6eXqGOz8jIoFevXnz69IkTJ04oDU8B+p04wrXgIH7knympREKTEiVZ07QlAAqFgmfPnnHp0iUuX77M9evXSUtLo3379vTp04datWqhra3Nxo0buXPnTraUrDJlynDo0CHKly//AyPJJC4ujkmTJnH06FFWrVpF+/btleLRqlWruHPnDvv27QMgNDQUR0dH/P39SUxMpEqVKrRo0YKzZ88ycuRIRowYga6ubq7n2bRpE8uWLcPHxwd9ff3vjismJoaWLVtiY2OjNKJt2bIldevWZeXKlX95VaV/E3K5nEuXLrFt2zbOnz9Ps2bN6Nu3L/Xr189RoltEREREpOCIv0FFRERERP41qKmpUbFiRe7fv/9T+vunI0YKkkYTEBBAo0aNWLJkCZ8+faJr165KUQSgpJER42vWZmWTFjTNEKj0OYY2pcvkKYpAZhrC/fv3uXjxIq1btyY2Npb58+fj4OBAhw4d0NfX/0ufNqekpNCmTRuKFy/O2rVrsbCwyNdIsnHjxly+fDmb6WkWd+/e5fbt24wcOVJZsregCILA1q1bqVu3LqNGjWLv3r0/JIp4eHgQGRmZQxQBGFLFBUk+1V3yQ00mw7PyH0ayUqmUihUrMmbMGM6cOUNMTAxLlizh5MmTTJw4kaJFi1K3bl3Wr1+PmZmZssqLQqEgODj4hyJGvkZPT4+1a9dy6NAhpk+fTps2bfjw4QMAHh4enDt3jo8fPwJgaWlJjx49WLRoEfb29gwYMAB1dXV8fHx48eIFJUuWZPny5aSkpOQ4z8CBA2nUqBGdO3cuUKlmAwMDLl68SGJiIi1atMDExIQ7d+4QHBxM06ZN/5bop38LMpmMxo0bc+DAAd6+fUv16tUZP348dnZ2eHl5/fQS5SIiIiL/XxCFERERERGRfxU/M53mZ3uM/GxhJCQkhAYNGjBjxgy6du3Kjh076N27d57tjY2NiYqKKtC5zc3NuXLlCnZ2dlSsWJGVK1eydu1aJBIJBgYGf9liMi0tjY4dO2JgYMDWrVuRSqWYmpoSHR2dZ7lWExMTypQpw61bt7JtFwSB8ePHM3PmTLS0tAoljMTFxdGtWzdWrFjB9YNm7v8AAQAASURBVOvX6du3b6FL/GZkZNCzZ0+ioqI4fvx4DlEE4MLOX4k6eQapQlGovjVVVJhaux7lTYvm2UZNTY0RI0awfft2IiMjuXv3LhMnTiQ4OJhjx45hbGxMixYtmDVrFlpaWj/NTLdmzZo8evQIZ2dnnJycWLduHXp6erRr147t27cr202cOJEdO3YQHh7OlClTOH36NPHx8ezZs4eLFy9y/fp1SpYsyebNm3N89suWLUMQBMaOHVugMWlqavLbb79RrFgx3NzcSE5O5uTJkzg6OuLq6vrTqln9lzAyMmL48OE8fPiQo0ePEh0dTZUqVXB3d2fPnj15GuqKiIiIiOREFEZERERERP5V/EwD1p8ZMSIIAhEREZiZmRWofXp6Or6+vnmanIaFheHu7s7o0aMZMGAA169fR19fHycnpzz7NDIyKlTJUlVVVZYtW4aqqioZGRlKj4i/KmIkIyOD7t27I5PJ2L17t7JEsUwmw8TERBltkBvNmjXL4Yty6tQpoqKi6NWrFwCGhoYFEobu37+Ps7Mz+vr6+Pr6UrZs2R+6lp49exIdHc2xY8dyFUXOnDmDl5cXdfX0Sbp4BTWplO9JLxIyRZEptevRzbFigcbSqVMnJkyYQLt27bCxsUEmk+Hv78+bN2/w8PDg0aNHJCYmYmZmRteuXdmyZcufvu/V1dWZMWMG169fZ8+ePdSuXZvGjRuzceNG5L9HyFhYWODh4cHChQspUqQIM2fOZNSoUQiCgKOjI8eOHePw4cMcPHiQMmXKsHfvXhS/C0gqKiocOHCAs2fPsnnz5gKNSUVFhY0bN9K8eXNq1qxJcHAwy5cvZ8yYMdSuXZsrV678qWv+L+Pk5MSqVav48OEDgwYNYvfu3VhaWuLp6Ymvr+//vB+LiIiIyJ9FFEZERET+j727Dqsq6x44/r2XbhBQBFEURcVADBQVHcZGEcUWA+zuGLsdx+7CAEURWzGwERMVu1sxCAGl697z+8OX+4o05ry/83ken2e4Z5999rmA41l37bVEot9KRsve7/EP+SJFiiCXy79LdkR0dDRaWlqoq6vna/z169cpU6ZMtjUUIiMjady4Mb1792b48OEAbN68OddsEficMVKQwAh8bv9qampKUFAQkydPZuTIkejp6X33jBG5XI6HhwexsbH4+fllqftgamrKu3fvcjy/ZcuWmQIj6enpjB8/nn/++UcRYMkrY0QQBBYvXoyTkxN///03a9asyTagkZeMoEhMTEyOQZGHDx/Svn17rK2tuXLlCusGDGJ7u044WpRBVUkJNSWlTOMlMhkSuZyKaupsb9cp30GRDEOHDqVdu3a0adOGWrVqIZVKMTY2pmPHjrRv3x5XV1eCg4Np3Lgxp0+fpk6dOlhaWtKvXz/8/PyIjIzM+yLZsLa25ty5c7i5uTF48GBSUlIytVceP348W7Zs4d27d/Tu3ZuYmBj27dsHQHRSIhEGenRfOJ/Of89hwYF9VLWz48CBAwiCgIGBAf7+/kyePJmzZ8/maz0SiYQZM2YwZswYHBwcuH79Ov369WPHjh106dKFdevWFeo+/1eoq6vTsWNHjh49yq1btzA3N6dr165UqVKFxYsXExER8auXKBKJRL8lMTAiEolEot9KiRIlUFZW/i6ZHhKJBAsLi++yneZ7baOJiYmhadOmuLq6MmHCBODzto+DBw/i5uaW65wFDYy8evWKGTNm4Onpia2tLdeuXePRo0ccOXKE0NDQfM+TF0EQGDBgAKGhoezbtw81NbUsY4oXL55rnRFbW1tiYmIUrYY3b95M0aJFcXJyUozJLTDy4cMHnJ2d2blzJ8HBwXTo0KFQ95Kenk63bt1yDYpER0fTsGFDtLW1SU5O5q+//sLZ2ZnqxU3Z0Lot59z7MtTOHmerCqiHhaPy7AXyi8HYhtymq44BNsXyl3X0tTlz5qCqqsqLFy8ybU3J6EhjYWFB79692b59O2FhYezfvx9ra2t8fHwoW7Zspvol8fHx+b6uVCpl0KBB3Lhxg2LFiuHm5qYoKFy8eHE8PDyYN28eSkpKLFq0iDGLFjLAfz/1Nq1n4qnj/H3+LHsi3pP+hwOpPbsyNvAkNVo6cfLkSaysrNi2bRudOnXKtc301wYMGMDKlStp1qwZJ0+exNHRkfPnz7N48WJGjBiRr9ol/+vMzc2ZNGkST548YfXq1dy+fRsrKyvatm2Lv7+/+B6JRCLRF8TAiEgkEol+KxKJ5LtupylduvR3CbJ8j8BIXFwcLVq04I8//mDWrFmK13ft2oWjoyPGxsa5zlmQwIggCAwcOJCRI0dSvnx54HMRy0OHDmFlZcWqVau+Sy0XQRAYMWIEd+/exd/fP8c6F3lljEilUlq0aMGRI0dISEhg+vTpzJ8/P1NdEENDw2wDI2fPnsXW1pbKlStz7ty5QhchzdgK9PHjR/bv359tdlBaWhpNmzYlNjaWsmXL0qRJE4YNG5ZpjLGWFoNq1WZZ85ZY3X+MyqlAYk6cgqQkxVaSwpBIJIpaK3379lVkVWXXqlcikVClShVGjBiBv78/Hz58YO3atejr6zN//nxMTEyoX78+06dP59y5c6SmpuZ5/RIlSnDu3DkA2rVrx6BBg4iNjWXcuHH4+Pjw8vVr/NNTkLRrw4nnT0mRyUhISyNFJlP8d7ogIC9TmoTmTei/fzeOjRqhpaXFlClTcHZ2JjY2Nt/vh6urK7t376Zr167s2LGDcuXKcfnyZe7du4ezszOfPn0qwLv7v0sikdCgQQO8vLx4/fo1LVu2ZN68eZibmzN+/HgePnz4q5coEolEv5wYGBGJRCLRb+d3LMBakMCIXC7n/PnzmQIjiYmJtGrVChsbGxYvXpzpgd/LywsPD4885zU0NCQqKipf24x8fX158+YN48aNy/S6VCqlU6dO2Nvb4+Liwpo1awq9bUkQBCZMmMD58+c5cuRIju1ZIe+MEfhvnZElS5bg4OCAnZ1dpuNfZ4zIZDKmT5+uqKsxb968QrduzQiKxMbG5hgUAejTpw+3b9+mQYMGGBoasmTJklznLVKkCPHx8dSoUYOYmJhvCowkJiZy//59/P39efjwoSLj6Pnz55QpUybXc1VUVLC3t2fKlCkEBgYSERHB1KlTSUpKYsSIERgZGdGiRQsWLlzIzZs3c1yntrY2Hh4edOvWjbS0NCpVqsTly5fx6N2bDtu8OfH8KYKyEkIuhW7lgkAaAmrWFZG0bU2nzp0JCAjA2tqarl27KmqY5EfDhg05deoUY8aMYenSpRgYGHDkyBHKlCmDvb09z549y/dc/x/o6urSp08fLly4wJkzZwBwdHSkbt26bNiwoUCBKZFIJPpfknOvP5FIJBKJfpE6derg5+f3XeaysLD4Lg9HBQmM3L9/HwMDA0xNTQFISUmhbdu2lCpVijVr1mQKijx58oQnT57QokWLPOdVV1dHVVWV+Pj4XIMQHz58YNSoURw8eDDbQIG+vj66urpcvHiRtm3bEhwcXKh6HLNnz+bw4cMEBgZmW0vlS6amply5ciXXMU2bNsXDw4MrV64QHByc5fiXxVffvHmDm5sbKioqhISEFCib52tpaWm4ubkRHx/Pvn37cgyKLF26FD8/P/7880/Cw8M5d+4cSl/VEvmakZERiYmJ2NnZcfTo0QI99H/t6tWrVKlSBSMjIw4dOkT9+vUpXrx4thkjedHU1KRp06Y0bdoUgKioKAIDAzl16hQdO3YkJiYGR0dHGjVqRKNGjbC0tFT83Pbv358mTZrw6tUrLly4QL9+/dB1aUWUijKSAmzPSE5PJ1xZme4b11Ps/iPmzp2LIAj069ePjRs35nueKlWqcOHCBZo3b8779++ZN28eq1atYtWqVdSrV4+dO3fSoEGDAr0//x9UqFCBf/75hzlz5hAQEMCmTZsYM2YMLi4u9OrViwYNGhS4k5NIJBL9W4kZIyKRSCT67dSoUYP79+9/l3aTvyJj5MttNGlpaXTq1AldXV02bdqEVJr5f73e3t6KB/z8yE9nmpEjR9K1a9csGRcZDAwM+PjxI2XLluXy5cukpqYqunzk18KFC9m2bRsnT57E0NAwz/H5yRjR09NDT0+PunXrYmlpme3x+Ph4Dhw4QM2aNWnWrBnHjh37bkGRvXv35hgUOXnyJH/99Rc2Njbcu3ePQ4cOoa2tnef8GYGRWrVqERUV9U0ZIxcuXFB0OTIyMuLYsWMsXLiQd+/eYW5uXuh54fPPVbt27Vi9ejWPHz/m+vXrODk5MXbsWOzt7dHR0cHGxoaJEyfSp08fypUrx4EDB/jjjz84c/kyH0uYIlFVLfB1k9LT2fvoAd369uHp06f07dsXLy8vqlWrRtmyZTExMcm07SwnpUqV4vz58wQFBeHu7k5aWhqDBw9my5YttG/fPlObYVFmysrKtGrVir179/L48WNsbGwYPHgw5cqVY86cObx58+ZXL1EkEol+ODEwIhKJRKLfjoaGBtbW1oSEhHzzXN+rZW9hAiMymYwePXqQnp7Otm3bFN1VMshkMry9vfPsRvOlvOqMBAQEcP78+VwfJvX19RVdabS0tNi2bRs9evSgTp06HD9+PM81rFq1ijVr1nDy5EmKFSuWr3XnJzDy5MkTPn78iJGRUbbH09LSUFFRYfDgwezZs4eJEyfmmbGRm7S0NLp27UpCQkKuQZEnT57Qpk0bihcvzvPnz/H398fMzCxf1yhWrBipqanY2dnx4cOHb8oY+TIwAigykARBIDAwsNDzZsfc3Bx3d3fs7Ozw8/OjcuXKqKiocPz4cUJCQnjx4gWjRo3C398fv/t3UFUu3BYm+FwDY8fdO2hrazN79mwuXLjA7du3effuHa1bt2bx4sXcv38/z3kMDQ05efIkUVFRtG7dmvj4eJo2bUpQUBBz5sxh7Nix3/T+/39QtGhRRo0axZ07dxTb8apWrUrz5s3ZuXMnKSkpv3qJIpFI9EOIgRGRSCQS/Za+VwHWjK4039r+9/3795iY5N1NRBAEzp07R7169ejbty8RERHs3r0b1Ww+TT99+jTFihWjSpUq+V5HboGR+Ph4BgwYwLp169DS0spxDn19fT5+/Kj4WiKRMGLECPz8/HB3d2fu3Lk5ZjZs2rSJf/75h5MnT1KiRIl8rzuv4qsAEydOpG/fvpw5cybL9+vp06fUq1cPJSUl9u7dmylAUBhpaWl06dKFxMTEXIMiHz9+xNHRESUlJRITExXZDPlVrFgx0tPTMTExQSKRFLjdcga5XM6lS5ey3Leqqio2NjZ07dqVGzduFGru3JibmxMZGYmOjg5GRkZ0796dUaNGsW3bNqKjo5kzdy7LgwJJlhW+w0lyejqbboYg/8/3vGLFiqiqqqKjo0N6ejpxcXFMmjQpXy2mtbS02LdvHyYmJjRq1IgPHz5QoUIFgoODuXr1Km3btiUuLq7Qa/3/QiKRUKtWLdasWcPbt2/p0aMH69evx8zMjKFDh/6QnzWRSCT6lcTAiEgkEol+S3Xq1PkugRE9PT1UVVUL/UCaIb8ZI69evSItLY3ly5fz+PFjDhw4kOND9+bNmwuULQK5B0YmT55Mw4YNFXUjcmJgYJDtQ2bDhg25evUq/v7+uLq6Zunq4evry5QpUzh58mSBa1oULVqUqKioHFuEXr58mcuXLzNnzhzkcnmmThnbt2/H3t4eDw8PKleu/E3bUeC/QZHk5GT27t2bbXth+FyQtWXLlnz48IEiRYowZcoUWrZsWaBr6enpIZVK+fTpE0WLFi1QS9ovPXjwgCJFimTJ0Hnx4gXVq1dn7dq1tGrVqtDz56RkyZKEh4ejpqaGRCIhIiKCUqVK8erVK5SUlLh37x4pDx4B8H7FasI3efN6ygyi/Y/wesoMYo6dBCAm4Divp8zg9dRZxF39nAmW9OQp71esJmrfQW4MH0M9BweSkpLQ0dEhNDSUv/76i6tXr6KlpYVMJsPKyoq5c+fm2WpYRUWFTZs20ahRI8UWMUNDQ44fP06xYsWoV68er169+q7v0/8yDQ0NunbtysmTJ7l27RqGhoa0bdsWW1tbVqxYoaj7IxKJRP9mYmBEJBKJRL+ljM4035rpAd+nzkh+AyNBQUHo6+tz5coVDh8+nGMdio8fP3LkyBG6dOlSoHUYGRll+yASHByMn58fixcvznMOPT09YmNjsw0wmJmZcfbsWczMzLCzs1NsYdi3bx+jRo3i2LFjWFlZFWjN8LmOgZGREeHh4VmOCYLAuHHjmDFjBlpaWjg5OXH48GESEhLo3bs3M2bM4MSJEwwePDhTAdbCSEtLo3PnziQnJ7Nnz54cgyIAQ4YMISQkBEtLS1xcXBgyZEiBr6etrY1UKiU6OhoTE5NCb+v6ehtNhoyONK6urkyZMoVmzZoRERFRqGtkx9zcnLt371KsWDFUVFR4//49crmc8ePHc+jQIVQNi/Dh0FFS333eJqVWqiRa1W1JffsOo07tSX7yhPToGJKfPqPEpPGYjhpKzIFDivlTXr5G2UCf8vNmExMTw9GjR5FKpRgbGzNixAjS09PR1NRk//79XLhwgTt37lCuXDmWLVtGcnJyjuuWSCTMnTuXIUOGUL9+fW7duoWqqirr16/Hw8MDe3t7Ll68+N3ep/8vLCwsmD59Os+fP2fhwoVcvnwZS0tLOnbsSEBAgLhVSSQS/WuJgRGRSCQS/ZZKly5Nenr6dyn89611RuLi4hAEIddOMBmWL19ObGwsAQEB6Onp5TjOz8+PJk2a5Ktw6ZeyK76amppKnz59WLJkSb7mU1ZWRlNTM8dP3lVVVVm1ahUTJkygYcOGTJgwgQEDBnDkyBEqV65coPV+Kac6I/7+/kRHR9OzZ0/gc9venTt3UrNmTWQyGSEhIYrtK1+37C2IjKBIampqnkGRtWvX4u3tjaWlJZaWlixatKhQ19TR0UEikRATE4OJiUmhMxVyCox82ZFmwIABdOnSBScnp++2XcTc3Jxr165RqlQpzMzMuHnzJunp6Tg7O+Pg4IBttWpoV61M0sPPWSNqJc2RqquhVtIciZoaCALKRQwwdG3Dp8AgIn18kX2xNqm2FroNHZAoK1HVxiZTu9hJkyahra1NmTJlmDJlClZWVvj6+hIQEMCpU6ewsrJi48aNOWYhAQwdOpTFixfTpEkTAgMDkUgkjBw5Ek9PT1xcXNi6det3eZ/+v5FKpTRq1Iht27bx4sULHB0dmTp1KqVKlWLy5Mk8ffr0Vy9RJBKJCkQMjIhEIpHotySRSL7bdprSpUt/U2AkI1skr9aVCxcu5Pbt22zZsiXPAIWXl1eBt9FA9ltp/vnnH0qVKkWnTp3yPc+XBVhz4u7uzqxZs5g/fz6NGzcuUC2U7GRXZyQ9PZ3x48czf/58lJSUEASB58+fc+3aNUaOHImXl1emrJvCBkZSU1Pp1KkTaWlp7N69O9egyNmzZxk5ciSmpqaoqamxffv2Qhd51dHRQS6XKzJGQkNDC/Wpen4CIwAzZsygevXqtGvXjtTU1EKt+UslS5bkxo0bWFhYYGFhwY0bNzIFLwb0dFfUBsnki1+V5GcvCN/ojYqxMcbdumYapmxYBIlEQrpcjtoXxYk3btzI0aNHOX78OPv378fX15ft27cDYGNjw8GDB/Hz88PHxwdra2t27NiR4xarjh07smPHDjp27Mju3bsBaNmyJWfOnGHatGlMnDjxm7dn/X9mYGDAwIEDuXLlCkePHiUxMZG6devSsGFDvL29SUhI+NVLFIlEojyJgRGRSCQS/bYyttN8q2/dSpOfbTSrV69mxYoVaGho4OjomOvYBw8e8PLlS5o1a1bgtXwdGHnw4AHLly9nzZo1eQZuvvR1AdbsXLhwgSlTprBv3z4+fPhA06ZNv2mbRnYZI5s2bcLExIQWLVrw8eNHOnTogJeXF/Xq1cs2uGRoaFjgwEhqaiqdO3cmPT2dXbt25RoUef78Oa1bt0ZLS4vU1NR8t+XNiY6ODjKZjOjoaLS0tNDR0clUPyU/wsPDiY6OpmLFitmut0yZMoqvJRIJq1evRkNDAw8Pj29+4M9oA1yqVClKlSqFtrY27du359ChQ7x+/ZpatrYk3LiFZoXyOc6R8uoVauZmaNnakHDzdqZjEokECeBoUQal/7SyTkxMZPbs2ezbtw8DAwOMjY05cOAAI0aMIDg4WHGuvb09p0+fZvXq1SxZsgRbW1sOHTqU7fa7P//8k2PHjjF8+HBWrVoFQOXKlQkODiYoKIgOHTqID/DfQZUqVVi8eDFv3rxhxIgR7N69mxIlStCnTx8uXrz4XbZGikQi0Y8gBkZEIpFI9Nv6np1pvkfGSE68vLyYN28ef/31l6JzSm68vb3p3r17lva9+fFlYEQul9O3b1+mT5+ueIDNr5wKsGbI6OCxbds2WrduzZEjR7C3t6dmzZpcuXKlwOuGrBkjCQkJzJgxg/nz5xMcHIytrS1mZmZcvnyZDh06cOTIkSxzFDRjJCNTJD9BkdjYWBo1akRaWhpyuZxDhw5hampasJv8iqqqqqJoqVQqxdzcvMDv34ULF7C3t0cqzfzPttjYWFJSUjA2Ns70urKyMjt27ODVq1eMHTv2m9avra2Nvr6+ImPE3NycihUrMm/ePBo0aECDBg1o2Kwp6rm0bda0qUpqWDihU2eRHh2NRE2NtIhIxXENFRX61qip+Pr06dO8efOGmjVrYmRkhJGREYcOHWLDhg24urpm2l4nkUho3Lgxly9fZubMmUyYMIG6dety5syZLOuwtbXl3LlzLF26lMmTJyMIAsbGxpw6dQptbW0cHBy+y9Y90eef+7Zt2+Lv78+9e/coV64cvXr1omLFisyfPz/P1t0ikUj0sxX8X2QikUgkEv0kNWvW5NatW6SkpOT6QJuXH5kx4ufnx8SJEzlz5gxr167FwcEh17nS09PZsmULJ0+eLNRaviy+unbtWgRBYODAgQWeJ7eMkVu3btGqVSs2btyo6HCjpKTEnDlzsLOzo1WrVsyZM4e+ffsW6JrFixfn+vXriq8XL16Mg4MDp0+fZvHixaxfvx4XFxfgc52Rv//+G0EQMmXCFCQwkpqaSseOHREEIceWyRlkMhlt2rTh/fv3aGlpsXXrVmxsbAp0fzlRVVUlPDwcqVRKiRIluHr1Kh4eHvk+P7dtNBYWFtlmCmloaHDw4EEcHBwwNTVl9OjRhV5/RgCtVKlSimK83bp1o1u3bgC8ffuWuutXYTp0EAKgUa7sf9fxn/8u8dcYxWuGrp+/xypFjdEsV5aiWlpUNzHFy8tLMSYtLS3btTx48AAXFxeCgoIytaSWSCS4uLjQqlUr/Pz86Nu3LxYWFsyZM4fatWsrxpUpU4YLFy7QsmVLwsLCWLt2LWpqanh5ebFgwQLq1KnD3r17sbOzK/T7JcrM1NSU8ePHM27cOC5dusSmTZuwtramfv369OrVi5YtW+b6uykSiUQ/g5gxIhKJRKLflra2NuXKlePmzZvfNE9Ge9HCbisICwvLNjBy8OBBhg8fTkBAAOXLl+fcuXN5BkZOnDiBubk51tbWhVpLRvHV0NBQpk6diqenZ5ZMgvwwMDDINjDy4MEDmjdvzsqVK3F2ds5y3MXFRfGpe58+fXLtDPK1LzNGwsPDWbJkCW/fvuXQoUNcu3ZNERQBKFu2LDo6Olm+9/ntSvNlUGTXrl15PniNHj2a4OBg9PT0mDVrFk5OTvm+r7xoaGgQGRmJVCrF1NSUq1evFuj8vDrS5KRIkSIEBASwfPlyfHx8Crzu/DIzM6Py89BCfdqmqaKCZ6s2+d4GNm7cOCpVqoS7u3u2v89KSkp07dqVBw8e0LFjR9q3b0+bNm24c+eOYkzRokU5c+YMb968wdXVlcTERCQSCePGjWPlypW0bNkSnx072H3/LgMPH6DT7h103ePHyGOHOfvyRfY1VUR5kkgk1K1blw0bNhAaGkr79u1ZunQp5ubmjBo1irt37/7qJYpEov/HxMCISCQSiX5r32M7jZaWFrq6utm2is2P7DJGjh8/Tp8+ffD396dq1arExcXx8OFDatWqletcmzdvLlC2wNcMDQ2Jiopi4MCBDBs2rNABluyKrz59+pQmTZowf/58OnTokOO55cuXJzg4mNjYWBwcHHj9+nW+rvlljZG+ffuSmprKH3/8wZkzZ7LdCtSyZUsOHz6c6bX8ZIxkBEWAfAVFNm3ahKenJzo6OnTt2pVBgwbl637yS1NTk8jISJSUlDAxMeHevXukpKTk69ykpCTu3LmT7c/V14VXs2Nubs7Ro0cZPXo0x44dK9T682Nkz54oHziMjqoq0nwEOaQSCTqqqvi07YBlkfx3ZpJIJKxfv543b94wa9asHMepqKjQr18/njx5QsOGDWnSpAlubm6Kbina2tocPHgQPT09GjdurAi21W3SmM5rVjLlzQsmHg/g2LOnXH33lstv33Dg0UOGHPWnzsa1rLt2heT07LNaRHnT1tamZ8+enD17lvPnz6OhoUHz5s2xs7Nj7dq1edY/EolEou9NDIyIRCKR6Lf2vQqwfkudka8DI0FBQXTr1o29e/cqHlgvXbpE9erVc93yEx0dzfHjxwvUPeZrampqKCsr8+zZM/76669Cz/P1VppXr17RuHFjpk6dSvfu3fM8X1tbGz8/Pzp37oydnR2nTp3K85yMjJH+/ftz+PBhtm7dyqxZs3KsteLk5JSlzkhegZHU1FQ6dOiARCJh586deQZFLly4wJAhQ1BXV8fOzo6FCxfmeR8Fpa2tTUxMDFKpFCUlJaysrLh161a+zr169SqVK1dGU1Mzy7H8BEYArK2t2bt3L927dy9wtkp+/fnnn6SFvmFG+Uo0Kl0GNSUl1LKptaOmpISqkhKNSpfBv0t3bExyL2qcHXV1dfbt28emTZvYtWtXnmNHjhzJkydPqFixInXq1KFfv36EhoaiqqqKt7c3devWxcHBgTN3btNimzfHw94hUVUlXZo1wJOQlsaHxESWBV/Cdacv0UmJBV6/KLNy5coxZ84cXr16xcyZMzl9+jQWFha4ublx6tQpsWOQSCT6KcTAiEgkEol+a9+zZW9h64x8GRi5cuUK7du3x9fXl/r16yvG5Gcbja+vLy1atMDAwKBQ6wCIiooiNTWVWbNmfdO+/C+Lr757945GjRoxcuRI+vXrl+85JBIJo0ePZvv27XTr1o358+fn2nUiOTmZ8PBw9u/fz4QJE2jbtm2u8zdo0IC7d+9m6sKTW1ea1NRU2rdvj1Qqxc/PL8/359WrVzg7OyORSDA3N8fX17fQbXlz82VgRCaTUatWrXwXYM1pGw3kvZXmS/Xq1WPDhg20bt2aJ0+e5Hvt+SWVSunfvz97N3uxrlUbgjz6MqhWbcoVMcRYQxN5XBwltbQZVKs25zz6sq5VG0rq6Rf6eiYmJhw4cIBBgwYREhKS53gdHR0mT57M48ePMTQ0pFq1aowaNYqoqCgWLlxIu9696RVwiJjkZNLy8SCeLEvnWXQUHXfvIOE7tEUWfd4G1bx5c3bu3MnTp0+pXbs2o0ePpkyZMsyYMeOb6kSJRCJRXsTAiEgkEol+a1ZWVsTFxX1zF4PvkTFy8+ZNnJ2d2bx5M40aNco0JigoKM/AiJeXF+7u7oVaQ4bRo0djZGREyZIlv2mejIyRiIgIGjVqRJ8+fRg+fHih5vrzzz+5cuUKe/bsoUOHDsTFxWUZs3fvXuzt7VFXV0dJSYlJkyblOa+amhqOjo4cP35c8Zqenh6xsbHIZLJMY1NSUmjfvj3Kysr5CorEx8fTpEkTEhMT0dXV5ciRI5mKeX5P+vr6fPr0CalUilwux87OLt+ZG7kFRvKbMZKhdevWzJo1i2bNmhEWFpbv8/LL3d2dgwcPEhUVhbGmFkPt7DnWzZ3gvgMZoKRO8ZOBDLWzx1gz7/fZy8sLNTU1RVcaIyMj5s+fn2lMtWrVWLdunaJobn4UKVKE/v37o6mpSVpaGhUqVGDylCmc1tdGmkeB56QnT3m/YrXi6zS5nLexsfx16nguZ4kKw8jIiGHDhnHz5k1Fu/CaNWvSuHFjtm/fTlJS0q9eokgk+h8jBkZEIpFI9FuTSCTUrl37m7NGSpcuXajASEpKCvHx8URERNCiRQtFccavx4SEhFC3bt0c57l79y7v37+ncePGBV5DhhMnThAYGIiNjU2mLIrCMDAwIDIykqZNm9KhQ4dv2pYDn2tZBAUFYWhoiJ2dHQ8fPgQ+Z4kMHjyYMWPGcPDgQaRSKX379kVDQyNf835dZ0RJSQldXd1M24AKGhSRy+V07NiR0NBQ1NTUOHbs2De35c2NgYEBcXFxKCkpIZfL850xIpfLuXjxYraBEUEQePnyZYECIwB9+vTBw8ODFi1aEBsbW6Bz82JoaEjr1q0zdZfJMGTIEE6fPs29e/fyPV/btm358OGD4s+4ceOyjHF1daV///64uLgU6GFZSUmJFStWEBISwt3Yj7yLjqIwJVVTZDJOPn/Kh8Qft6XG3d092/f0/wtbW1tWrFjBmzdv6NevH1u2bMHMzIyBAwdy9erVXLPURCKRKL/EwIhIJBKJfnvfowCrhYVFoVKxw8LCMDQ0pGnTpvzzzz/ZFiW9du0a5cuXR1dXN8d5vLy86NGjR6G3aiQkJNC/f3/WrFlD0aJFvzkwoqyszPnz52nSpAkzZsz4prkyqKmpsW7dOkaPHo2DgwPLly+ndu3aREZGcv36dcLDw5FIJNja2uZ7zhYtWnDs2LFMGSJf1hnJCIqoqKjg5+eHiopKnnNOmDCBc+fOoaSkhJ+fH1WrVi34zRaAoaEhCQkJioyRSpUqERoayqdPn3I97+HDhxgYGGBiYpLlWFhYGNra2mhraxd4PZMnT6Zu3bq0bds230Vg82vgwIGsXbs2S10IbW1tRo8e/d1+1r40adIkLC0t6d27d4Efki0sLNBq6IDkG9qBA/jdvf1N54vypq6uTseOHQkICODWrVuYmZnRuXNnqlatypIlS4iMjPzVSxSJRP9iYmBEJBKJRL+971FnpLAZIzdu3CAqKoopU6bQo0ePbMfkVV8kLS0NHx+fb9pGM3XqVOrWrUuLFi0wMjL6psBIQkICkyZNQlVVlfnz5+e7VWp+9e7dm4EDBzJy5EhMTU3Zvn072trajB8/nrp16xIREZHvuczNzTE1Nc2UYZERGElJSaFdu3aoqqrmOyji4+PD6tWrEQSBf/75h+bNmxfqHgtCX18fuVyOTCZDJpOhoqKCjY1NnrUxvuc2mi9JJBKWL1+OgYEBPXr0+K7FLevUqYOmpianT5/Ocmzw4MEEBQVlap1bUDNnzqR48eKUKFGCrVu3AnD27Fnevn3LkydP+PvvvzNlWJw4cYIKFSpgbGzMyJEjM821ePFijIyN2D10BOn/yZ5JefWatwuW8HryDD7s2JVnoCXl1Wuez1vIiCbN6NevH4Ig8Pr1aypWrKgYs2TJEiZOnAh8rlFUvXp1TExMFOPh8/fE19cXMzMzypQpw7179wgJCcHIyIgdO3YwdOhQjIyMMm0r+//M3NycyZMn8+TJE1auXMnNmzcpV64crq6uHDp0iPT09O9ynVvhYcwOCmTwEX/6HdrPxFPHCXj6hHSxIKxI9D9HDIyIRCKR6LdnZ2dHSEgIaWmFb49ZqlQp3rx5k6U2RW7CwsIYNGgQVlZW9O/fP8dxeQVGAgICsLS0xMrKqkBrznD16lW2bdvG0qVLAb4pMJKUlETr1q0pV64cGhoa3z0oEhcXR48ePdizZw9nzpwhLS2NFi1asGzZMszMzLCzs+Pdu3cFmvPr7jSGhoaEh4fTrl071NXV2bFjR76CIsHBwfTv3x+ZTEavXr0YPHhwge+vMHR1dVFXVyc1NVURhMhPnZEfFRiBz1tJfHx8CA8PZ+TIkd9tO4JEImHgwIGsWbMmyzEtLS3GjBmT76yRAwcOYGJigomJCVOnTuX169cEBgby+PFjLl++zNixYxVjpVIpBw4cYM2aNYr20R8+fKBHjx7s2rWLFy9ecPr0aU6cOAF8rhv09u1bjt24gZq+PgkhNxDS04nYsh3jrp0wnzGZtKhoEm/fzXF9mcZPn8Tz58/Zv38/JUuWRFdXVxGIPXr0KO3btyc1NRU3Nze8vLx48+aNYnyGw4cP8/LlS5o0acK6deuoUaMGHz58oHPnzqxYsYIPHz7QtGnTfL13/19IpVIaNmyIt7c3r1+/xsnJiblz51KyZEnGjx+v2NJXEOlyObvu36Xxlk103eOH180Qjj59zMnnz9hx7w5jTxyllucally+QIxY60Qk+p8hBkZEIpFI9NvT09PDwsLimz5pzijk+Pbt23yN//DhA40bN6ZGjRqZus98TSaTcfHixVzHbN68GQ8PjwKvGT5nm/Tp04dFixZhZGQEFD4wktG1pVixYqxfvz5TnY7v4fr169SoUQN1dXWuXr1KgwYNCAgIoHLlyowfPx4PDw9MTU0LXEj36zojenp6TJ06FXV1dXx9ffMVFAkNDcXJyYm0tDQcHBwUQaafQUdHB1VVVZKTkxWBkfzUGfleHWlyoq6uzv79+zlz5gz//PPPN831JTc3N86cOZNtAGzQoEFcuHAhX+2KXVxcCAsLIywsjJkzZ1KyZEmWLVvGkiVL6NGjB+Hh4ZnGm5qasm/fPi5evMjr16+5dOkS1apVo0qVKmhra3Pjxg1FjR9BEJg1axYpgoCGRSnkycmkRUSSHh1N2BpPQqfNJvXNG9K+usaXvhz/etpsrl+/zv379wFo164dR48eJTExkTdv3lC9enUePXrEy5cvadq0KSVKlMg0HmDatGmoqKhQp06d717/5f8DXV1d+vTpw8WLFzl16hSCIODo6Ei9evXYuHFjtkWhv5aQmkr3fbuYHniK5x9jSEpP5+vckIS0ND6lJLMu5CrNtnnxPCbn9uEikejfQwyMiEQikehf4Xttp8lPnZGPHz/StGlTnJ2dsbGxUbTqzc7du3cpWrQoxYoVy/Z4ZGQkp0+fpmPHjoVa84IFCzAzM6Nr166K14yMjIiKiirQPOnp6XTp0gU1NTW8vb3R09MjJSXlm7JwMgiCwPLly2nevDkzZ87E09MTTU1N4HMtEwMDA+zt7Rk5ciT3798vcMaIvb09L1++5N27dyQnJyt+DvIbFElISKB58+bExcVRpkwZ9u3bh1T68/4JpKOjg7KycqbASF4ZI+Hh4Xz48AFra+tsj39rxkgGfX19AgICWLt27Xcr8Kmjo0OnTp3YsGFDlmOampqMGzeuULVGzp8/j6urK+XKlVNso/lazZo1KVeuHMuWLePjx4+ZMmGCg4O5du0a8Lndr6amJtqqqpCRNCUIqBgbUXL2NErOnob5jCnoNsg54Pnl+FKzpxEaGsrQoUMBaN++PUePHuXUqVO0atXqP8MFypYtqwj2vHnzRjEewNLSEuC7Z3H9f1SxYkXmz5/P69ev+euvvzh06BDm5ua4u7sTFBSUbYZUqkxGt327uBn2nqR8bMVJlcmISkzE1W87oXnUCxKJRL8/MTAiEolEon+FOnXqcOnSpW+aIz8te+Pj43FycsLBwYG5c+cSFhaWa2Akr20027dvx9nZOdfCrDl59OgRixcvZs2aNZkelgwNDQuUMSKTyejZsydJSUmKYIJEIkFPT++bs0aioqJwcXFh69atXLp0ic6dO2c6Hh4ezrJly9iyZQtBQUH4+/tz+fLlAhX9VFZWpkmTJvj7++Pq6oqWlhbOzs75CorI5XLc3Nx48eIFOjo6BAYGKoI2P4u2tjZKSkokJSUptnJZWloSHx+fY9vcixcvYm9vn2MA53sFRuBzpkVAQAB//fVXpsycbzFgwAA8PT2zrfUwYMAALl++zI0bNwo05+XLl6levTqdOnVi9+7ditd1dXUJDQ1FEARu3rzJw4cPqV+/PitWrODmzZvcuXOH5ORkxo0bx5s3bwAU72spPX1k8s8PySrFiiJPSSXpyVMEuZzILduJC845ePXleFl0DLVr12bz5s0AlClTho8fP7Jv3z7at28PQPny5UlISCAwMBCZTKbYVpMhp++1kZGR4u8tscBowVy8eJHhw4dz/fp1/vnnH6pUqcLAgQOxsrJi7ty5ip8HgNlBZ3gU9YGUAmy3FID4tM9ZJvIvgi3z58/P0l5aJBL93sTAiEgkEon+Fb5HZ5q8MkYy6m9UqlSJpUuXIpFIeP/+fbZdQTIEBQXlGhjx8vIqVNFVuVxO3759mTp1KqVKlcp0rCBbaeRyOf379ycsLIw9e/ag9kX3DX19/W8KjJw7dw5bW1usrKy4cOGC4hPvL82YMYMePXpQunRpKlasyNGjR4mLi6Nhw4aZHkry0rRpU6ZNm4a2tja9e/fOs6NLhmnTpinS6s+ePZvr9/JH0dHRQSKRZMoYkUgk1KpVK8eskdy20cD32UrzpQoVKrB//37c3d2/+fcMwMbGBnNz82wDLRoaGowfP57p06cXaM727dtz//59TE1NefnyJdra2jx+/BhbW1uqVq1K7dq1Wbx4MW3btsXFxYWSJUtSuXJl2rdvT+nSpalTpw5t27bNNKeeujoW+voASJSVKerRneh9B3k9ZQYSNVV069nnuJ6M8R/3+RO1bBXv3r3j+vXrpKamAp87KgUGBmJnZwd83s63c+dORowYQfHixdHW1mbAgAF53vfgwYM5ePAgRYoU+SFdff5XpaSk0LVrV7y8vDh//jzTp0+nb9++3L17l23btvH69WuqVq1KixYt2Ornx677d0kuRNFWuSAQlZTIhdevFK+NGzcu2/bSIpHo9yURxObfIpFIJPoXkMvlGBgY8PTpU4yNjQs1x8aNGzl37ly2WwZSUlJo06YNRYoUYcuWLYq2utWrV2f9+vXUrFkzyzmCIGBqasrFixez/fT+5s2buLi48OLFiwJv3Vi3bh2bN2/mwoULWVr8hoWFYWNjk6XGQnbrGzp0KDdv3iQgICBLa9datWqxevVqatWqVaC1yWQy5s6dy6pVq9i0aRNOTk7Zjnv06BH16tXj0aNHGBoaAp9rpmhoaDBr1ixWrFjB9u3b+eOPP3K9XnJyMk5OTpw/f56YmBj27dtHQEAAPj4+uZ7n5+dH7969SU1NZf/+/Tmu80e7ePEi7dq1o169ehgbGysKk06ePBmJRMKsWbOynGNvb8/ff/+d7XuTlpaGtrY28fHx+cqaKYjDhw/Tu3dvAgMDqVChwjfNtWXLFnx9fTl69GiWY0lJSZQtW5aDBw9So0aNb7pOThISEnBwcKBr166MGTMmx3HX37+j+77dJKUXbluZurIywb0HIElLo1u3bkRHR7N3715FTSDRr3HixAn++usvRfcnJycnBg0apNjaBJCYmMi+fftYcuYUURXKIVFVLfT16pYoiY9r1nbuIpHo30HMGBGJRCLRv4JUKsXOzo7g4OBCz5FTxkhG/Q0NDQ28vb0zBSLev3+f41aaZ8+eoaSkhIWFRbbHvby86NmzZ4GDIm/fvmXy5Mls3LgxS1AEPm+liY6OzrWTiCAIjBs3juDgYA4fPpwlKAKfM0ZiYmIKtLZ3797RpEkTTp8+TUhISK7BhokTJzJ27FhFUARARUUFQ0ND3N3d8fb2pnPnzixatCjHe0lOTqZt27YYGxtjY2PDlStXFO16c3Pt2jX69OlDcnIy8+bN+2VBEficMSKXyzNtpYGc64wkJSVx+/ZtRabB116/fk3x4sW/e1AEPhe6nTdvHi1atChwLZivdejQgWvXrvH8+fMsxzQ0NPjrr78KnDVSEFpaWhw4cIAlS5Zw6NChHMfZmhSnjIEByoWoOyNPSUX75Ws0lZXR1tZm79691K1bl9q1a2cqrCr6+R48eJApq6p///6ULFmSzZs3U7ZsWczMzNi2bRtubm5o1a9L2LoNJNy8RfiGzbxf+Tl4GXflGh/8/rttK9xzM4kPHwEQE3Cc11Nm8HrqLOKuhhDy/i3h8fEATJ8+PcvP9oYNGyhRogTGxsZMmzbtB9+9SCQqKDEwIhKJRKJ/jW/dTpNdjZGv628oKytnOvbhw4ccC6tm1BfJrlhiamoq27dvp2fPngVaoyAIDB48mEGDBlGpUqVsx6ioqKClpZXrdpIZM2Zw/Phxjh07hp6eXrZjDAwMCrSV5ujRo9SoUQNHR0dOnjyJmZlZjmMvXrzI1atXGTZsWJZjxYsX5/379zRp0oTg4GB8fX3p3Lkz8f95qMiQnJxMmzZt0NXVZdu2bbRs2ZIjR47kGRh59+4dTk5OJCUl0b17d0aNGpXve/wRtLW1SUtLIykpSbGVBlBspfk6KHTt2jUqVaqUYy2U772N5mvu7u7079+f5s2bf9NWKw0NDXr06MH69euzPd63b19u3ryZZ9vib2Fubs6ePXvw8PDg7t3sW+9KJBI2u7TDQF0DJUn+/2msrqRMeQMD7q5eR8mSJXn58iVSqZR58+YxdepU/vjjDwICAr7XrYgK6NOnT5l+h1xcXFBSUmLRokVcu3aNmzdvMn36dMLDw3kf/7ljTfSho2jXtqNYb3cANCtXIunxU+Bze+aUt2/RKFeW9OgYkp8+o8Sk8ZiOGkrMgUOoKinzOvZjjusZNWoUJ06c4MWLF9y+fTtfXXJEItHPIwZGRCKRSPSv8a0FWM3NzQkLC1N0YhEEgQEDBvD+/Xv27t2bqf4GQEREBEWKFMkULPlSboVXDx8+TMWKFbOtu5GbPXv28PjxYyZOnJjruNzqjPzzzz/4+flx4sQJihQpkuMc+c0YSU1NZcyYMfTr1w8/Pz+mTJmSbSZLhoxslZkzZ6KhoZHluKmpqSIboVSpUpw/fx4tLS3q1KnD48ePgf8GRfT19dm2bRvKysqf2/YGBPBeAh90tTn5/ClX370h5Yu6AElJSTg5OfHx40dq1arFxo0b87y/H01HR4fU1FQSExMzBUaKFy+OpqZmloyK8+fP51pf5HsWXs3J+PHjcXR0xMXFheTk5ELP079/fzZv3pxtsV11dXUmTJjwQ7NG4PPfG0uWLKF169Y5/s4YaWqyv5MbJXR10cjh9/1Lmioq2Jubc8C9N29DQ9HX18fKykrRLadnz57s3bsXDw8Pli9fnmt2l+jHUFVVVfzcWVhYYGBgwMmTJ3nx4gUVKlSgSpUqxMfHc//BA9L/83upU9sOrSqVkP7n7y0lTQ1UjI1IDQsj+dkLNKzKIVFSQrmIAYaubfgUGESkjy+yuDhAICE15+1YDg4OTJ48mX379rFx40Z0dHR++HsgEonyTwyMiEQikehfo3bt2ly9ejXTdoSCUFFRoXjx4ooOFiNGjODevXscPHgw2wf43LbRQO6Bkc2bN+Ph4VGg9cXExDBs2DA2bNiQJUjztZw60yxfvhxPT09OnTpF0aJFc50jP8VXnz9/Tv369Xn8+DE3b96kQYMGed7HgQMHiI2NpXv37tkez8gYyaCurs7GjRsZOnQo9evXZ9euXbi4uGBgYICPjw/Kysq8jYvlZHIiSd27MPnaZWSNHRl1/Ci9D+6jpudq5pwL5PXHj/Ts2ZPHjx9TtGhRTp069VPb8uZER0eH5ORkEhISMgVGgGwLsOZVePVnBEYkEglLlizBxMQENze3Qv/OWVlZUaVKFfbu3Zvt8d69e3Pnzp3vUvA1N926daNTp060a9dOURz1a8V1dDjctQcT6jfETEcXTRUVvswFU5ZKUVdWxqaYCQubtMDTuS3qyioYGBhw9+5d+vTpg7u7O126dEEmk1G/fn0uXrzI+vXrGThw4HdpjS3Kv9KlSysyBF++fImrqysSiYQePXooWia/evUK+zp1FNuo1CxKZplHq1pVku4/JPH+A7RsqgKQ/OwF4Ru9UTE2xrhbRit1CVqqOW9vO3jwIEOGDOHRo0dUqVKlQJ3FRCLRj/fr/7UgEolEIlE+GRoaUrx48W/au29hYcHz58+ZOHEi58+f58iRI9nW34DcAyNhYWFERUVlu90lPDycc+fOKdp05teYMWNwdXWlbt26eY7NLmPE09OTRYsWcerUKUxNTfOcI6+tNH5+ftSuXRs3NzcOHDiQqVZITtLS0hg/fjzz58/PMavky4yRDBKJhP79+7Nr1y66d+/Omzdv8PLy+pz6fuk8jbdswvv2DSTqaiTJZEjU1YlPTSU+NZWEtDS23LpBI+8NBAnpSKRSrl69+tPb8uYkI8iVmJiYJcBgZ2fHlStXFF/L5XIuXrz4UzvS5EQqlbJlyxY+fvzI0KFDC531MHDgQEXB2a+pqakxceLEH541AjBnzhz09fUZPHhwjveiqaJCt6rVCHLvw0bntgyuVYfOlarQrYoNw2vXxb9zN/Z1cqN52XJIv9hCJ5FIWL16Nfv372ffvn2UKVOG169fU7p0aS5evEhoaCjNmzfPszaO6Ptp0qQJjx8/JjAwkLi4OM6fP49EIuHw4cO8e/eOjx8/Uq1aNR49ekRx7ZyzNzSrVCbp0RNSXr5Co3w5AFJevULN3AwtWxsSbt4GIFWWTik9/WznSEhIwMrKikqVKjF16lQ0NTV5+vTpd79nkUhUeGJgRCQSiUT/Kt+6naZ06dKsWrUKf39/jh07hv5/WnVmJ7fAyLlz56hXr162GQk+Pj60adMmx4BLdk6dOsWJEyeYO3duvsZ/HRjx8fFhxowZnDp1Kkt735zktJUmMTGRfv36MXnyZAICAhg+fHi2dVSys3HjRszNzWnWrFmOY77OGMmQlJTEnDlzaNGiBUZGRrR2cWHkEX823QghRSYjNZeshTS5HJlEgrpdTVzXr/4lbXlzo6WlRVxcXJ4ZIw8fPkRfXz/XTKWfkTGSQU1NjX379nHp0iVmz55dqDlat27N06dPuXfvXrbHe/XqxYMHD77p9zo/pFIpPj4+BAcHs3z58lzHSiQSapcwZ5R9PeY2aspMx8YMrlUbyyK5BwednZ158eIFysrKlCtXjh07dqCrq8vBgwexsbHJtF1M9GMZGBiwZ88eevfuTY0aNTAzM0NFRYVp06Zhb2+PtbU1Q4cOxcbGhl62NZDmUF9GSUsTJKBibITkP9usNG2qkhoWTujUWaRHRyNRU6OcIKGoVvZ/52tpaTF8+HCqVauGqakp9evXL3A3MJFI9GPlvYlSJBKJRKLfSEYB1n79+hXq/Pfv33PlyhXu3buXZzvNsLCwHB9Qg4KCst1GIwgCXl5erFy5Mt9rSkxMpH///qxevRpdXd18nWNkZERUVBQAu3fvZuzYsZw6dYqyZcvm+7rZZYzcvXuXTp06YWtry/Xr1wu0Dz4+Pp6ZM2fi7++fayClePHiWYpSJiUl4eLigrGxMd7e3gC0mT2Tgw/vQwG6r0jV1Lj+MYYlly8yyj7nrIufTUdHh48fP2YJjNSoUYMbN26Qnp6OsrJyntto4OcGRgB0dXU5evQodevWxcTEhL59+xbofBUVFfr06cPatWtZsWJFluOqqqpMmjSJadOmcfz48e+17Gzp6Ohw8OBB7O3tqVChQq4BvMIqXrw4jx8/plevXri5uXHkyBE2bdrE4sWLqVixIg4ODmzfvp1GjRp992uLMvvzzz959uxZltd79+6d6WvXCtbMGz6EFFl6lrEAJgMy/8yrGBahxF//bQFdslN7xjq1VnydXQbUsGHDsi1GLRKJfg9ixohIJBKJ/lXq1KlT6HoE69atIyQkhD/++CPXT+Qz5JUxkl29jZCQEBITE3OsPZKd6dOnU6tWLVq1apXvczIyRg4dOsTgwYMJCAjA2to63+dD5owRQRDw9PTE0dGRsWPHsnXr1gIXB1y0aBGOjo7UqFEj13GHDx/G39+fyMhIBEFAW1sbS0tLRVBEWVmZFLmc50UN8wyKxF+/QdTufZleS0pPx/P6VT59Q9HQ701PTy/brTT6+vqUKFFCsT0sr8BIXFwciYmJOXZK+lFMTEw4duwYU6dO5eDBgwU+v2/fvmzfvp2EhIRsj7u7u/PkyRMuXLjwrUvNk4WFhWLL1sOHD3/INZSUlPD29sbHxwc/Pz+srKx4+/Ytffv2xc/Pj65du7J27dofcm1RwemoqdHeuhLq+Si8+zWpRIKhhib1SuYvU08kEv2exMCISCQSif5VKleuTGhoaL66qXxpy5YtzJ49m+XLlxMeHp6vc3IKjHz8+JFnz55RvXr1LMe8vLzo2bNnvot+Xr9+HW9vb5YtW5av8RkMDQ25desWvXr1wt/fHxsbmwKdD/8tvvrp0ye6dOnCypUrOXfuHO7u7vneOpMhLCyM5cuX52u7RUbA5f79+zx8+JCEhATU1dXZsmWLogPQ/kcPMtVwyIl2dVsM27fN8rpUImH3g+y3bvwKurq6qKioZNudpVatWoo6I/kpvGphYVHg78/3UK5cOfz9/enTp0+BAxjm5ubUr18fX1/fbI+rqqoyefJkpk2b9j2Wmqf69eszb948nJ2df2jdjy5duvDw4UPS0tKwtLRkz549/PHHH1y4cIFly5YxbNgw0tOzz1IQ/VxTGjhSwcgYtVw6bn1NAmirqrK1bYd8/X0lEol+X2JgRCQSiUT/KsrKytSsWTNTwcq87Nq1i/Hjx3P8+HHq16/Py5cv83VeToGRixcvUqtWLVRVVTO9npyczI4dO+jZs2e+5k9LS6N3794sWLAgzw4yX4uIiODUqVPs3bsXOzu7Ap2bwcDAgLCwMKpXr46hoSGXL1+mQoUKhZprxowZuLu752uLR0btlZCQELp06YK2tjYODg6KYq2CILA+5CqJ39DFIyNr5Hdpk6qtrY26unq2gRE7OzuuXr1KeHg4kZGR2Rb0zfCzt9F8rWbNmvj4+ODq6ppjzZCcDBgwINcsiR49evDixQuCgoK+dZn50qtXL1q3bk3Hjh1/aMeY0qVL8/TpU5ycnOjUqRO9evXCwsKCS5cu8ejRI1q2bJlndyjRj6eqpMTWNu2xNTHNV8tmVSUljDQ12duxK+Z6ej9hhSKR6EcSAyMikUgk+tcpSAHWQ4cOMWTIEAICAqhYsSKmpqZ8+PCB5Hxss8gpMJJTm96MzI38Fj9dvHgxxsbGOba1zUlwcDALFy7EysqK+vXrF+jcDHK5HF9fX0JDQ1mwYAGrVq3KtmVxfjx69Ijdu3czceLEfI1XUlJCVVWVhQsXIpVK+fPPP5FIJHh6emJubo5J8eLc27dfMT5y2w5iz18kcrsfobPmZZorLvgqkdt2ZHrtxfDPe/8/JSezcv163N3dAbh8+TKVKlXC0NAQFxeXfP0MfC86OjqoqanlmjFy8eJF7O3tc802+lkdaXLTtGlTFi9eTIsWLQgNDc33ec2aNSMqKipLe+IMKioqPzVrBGD+/PmoqqoyYsSIH3odNTU19u7dy6pVq/Dx8aFixYrEx8dz+PBhypUrh729fba1MEQ/l5aqKlvatmfGH42wNCiChrJyloclLRUV9NXUGVDDjgA3d8oYFPklaxWJRN+XGBgRiUQi0b/Kh7dRCM/UuTD/Dq11u9NK240OJn2Y12MFT2++yDT25MmTWbaaKCkpYW5uzqtXr3K9jiAIORZfzSkwsnnzZjw8PPJ1H0+ePGHBggWsW7euQNsibty4QevWrZk3b16hU/AjIyNp1aoVAQEBKCsr07Zt1q0oBTFhwgTGjh2br3a+8DlTRhAEUlNTqVy5MtbW1iQnJ+Pl5cXFixc5ev4cH08HIv8icPHxxGnUS1tgOir/xQuVpVKSvsgEmDt3LkOGDCEiIoIKFSoQEhKS/5v8Rjo6OqiqqmYbjMloGRoYGPjbFV7NiZubG8OHDy9QC1qpVEr//v1zzRrp3r07oaGhBAYGfqeV5k5JSQlfX1/OnDnD6tWrf/j1+vfvz40bN4iNjVVsTVq5ciVDhgyhXr16nD179oevQZQ7ZamU9taVOdHdg+3tOuFerQZOZa1oUsaSLpWrsLBpC670HciIOnUxKGQwWSQS/X7ErjQikUgk+lcIfxXJsgHruRl4DxAgRUoSnx8yUxJTOeN7nvN7L1O8TDGGrOhNnFIMXbt2Zc+ePVm2mlhYWPDy5UvKly+f4/ViYmLQ0NBAXV090+vJycncvHmTOnXqZHr93bt3XLp0id27d+d5L4Ig0K9fPyZNmlSgh9x79+7h5OTE6tWrcXBwYOrUqfk+N8OZM2fo3r07PXr0YMaMGYqioFpaWgWeCz7XxLh27Rrbtm1TvCYIArGxscTExGT68/HjR8LDw1m1apUiMOLv74++vj5RUVEoKyt/rp+hooIsLQ1ZQiLS/7z/mtYV0LGvXaC1CZBp37+DgwMbNmxAJpPRt2/fAnXw+VYZgZHsMkbU1dWpWLEip06dyrZry5devHjBn3/++aOWWSCjR4/m3bt3tG7dmhMnTuQr46hXr16UL1+ehQsXYmBgkOW4srIyU6ZMYdq0aQQGBv6UWip6enr4+/tTr149ypcv/8O7xVSqVIlnz57Rtm1bOnXqhIeHB6tWrcLKyooOHTrw999/Z+maIvo1bIqZYFPs92r9LRKJfgwxMCISiUSi396zWy8Z++d0EmKTkMvk2Y6Ry+SkJKby8m4oE5rP5qnKHbbt2ZZtZkfp0qV58eJFNrP8V07baK5cuYK1tbWiTkaGrVu30r59ezQ1NfO8n40bN5KQkFCg1o1PnjyhWbNmLFq0iHbt2pGenk50dDRyuTxfhV7T09OZOXMmGzZswNvbmyZNmgD/LcD6dWBELpfz6dOnLMGNL/9ER0ezd+9eTExMaNCggeL1T58+oampiYGBQaY/2traBAYGoq6ujra2NlKpFKlUSrdu3bhz5w5Xr15l3rx51G/YEJu69pnWo2ZR8I4PqTIZnz78N5th7NixNGvWjDNnztCoUSM2bdr001qmamtro6ysTGpqarbHq1evjre3d571Yn6HrTRfWrBgAT169KBz587s2bNHUTw3J0WLFqV58+Zs3bo1x59/Nzc35syZw5kzZ35aEMjS0hJfX186d+7M+fPnKVeu3A+9nra2NsePH2fBggVMnjyZs2fPcuLECYKCgnB2dubBgwf8888/iro7IpFIJPqxxMCISCQSiX5rYS8jGOM4nfiP2bf5zE5aSjqWQmV007Lf2lG6dOk8C7DmFBgJCgrKEmwRBAEvLy82bNiQ59rev3/PxIkTOXnyZL4fel6+fEnjxo2ZOXMmXbt2BT5/sq6jo8PHjx8pUiT7Pe7p6el8/PiRBw8eMGzYMKRSKdOmTePZs2dcu3aNmJgYkpKS8PDwQCaTZcrsiIuLQ1tbO0tw48s/MTExaGlpMX/+fIyMjBSv6+vrZ3lATkhIoFWrVjg6OlKqVCnOnDmDIAiYmJhgaWnJkiVLqFq1Kr1792bv3r2kx3yEQhZOlaipkRYdjW2ZsvguXaWow9K4cWMmTZrE8OHDuX79OlevXv1pgREdHR2kUmmOgRFDQ0N0dHRyzdwRBIGXL1/+FltpMkilUjZt2oSzszODBg3K19awgQMHMmDAAIYOHZrtWGVlZaZOncq0adNwdHT8aR14HB0dmTlzJq1bt+bSpUvo6+v/0OtJJBLGjRtHw4YNadGiBRUqVMDX15fg4GDat2+Pi4sL27dvR1dX94euQyQSiURiYEQkEolEv8j06dOZMWMGERERGBkZoaOjQ/v27fHy8so0bl635bz59JKnwj1qSv7I9/zpqTJmd1rCrvANqGuqZTqmrq7OggUL8PT0xM3NjeXLl2c5P7fCq4MGDcr0WnBwMDKZjLp16+a5riFDhtCvXz+qVq2ar/t4+fIlf/zxBz169MDa2pqjR48qghdSqZSxY8cCZJvRkZiYiKamJgkJCRQvXpwKFSpw6tQpRQDD0NAQQ0NDHBwcsLe3VwQ1DAwM0NPTyzVwk5aWRuXKlVm/fj3NmjXL9R4ygiKlSpVi48aNzJo1Cx0dHZKSkhRdcBo3bsy7d+/Q09NDKpWiqqGBPDISjPJXt+RL+k0bEbluI2/KV6Bz5868efMGgEmTJjFo0CAiIiKoWLEi8+bNy2Om7ycjMJJTwdfk5GTk8uyzoTJERESgoaGhaHf8u1BVVWX37t04Ojoqfq9z4+DggEQiISgoiIYNG2Y7pkuXLsyePZuTJ08qspt+hv79+3Pv3j06d+7MoUOH8syA+R5q167N06dPadWqFR06dKBXr14cOnSIESNGUK9ePfz9/bGwsPjh6xCJRKL/z8TAiEgkEol+qfv371OqVCkSErJmhLx58p4n158jlxe25apA4I4LNO+VOR3/ypUraGlp8ebNGyIiIrI9M7vASHp6OpcvX2b79u2ZXvfy8sLd3T3HT7ZTUlKIiYlh586dXL16lW7duuHj45NtDY6vt6pk1P/w8/Pj+PHjmbIy1NXVUVdXx9bWNks2h6amJrNnz+bgwYMcO3YMe3v7bNd27tw5bG1tady4cX7fVAA2bNhAyZIladq0aa7jMoIiFhYWbNiwASUlJaZPn87evXvZsmULs2bN4vz582hra/PkyRPat29Pv379OBMYyLq0JACM3TrnOL9O7Vro1K6V6TX9xn9i8ucfBA0ajtoXLZUdHR158OBBge7ze9HR0UEikeSYMfL06VOSk5OJiYnJtvYG/H7baL6ko6PDkSNHqFevHsWLF2fAgAE5jpVIJAwYMIA1a9bkGBhRUlJSZI00btz4p2WNwOduUU5OTowdO5YlS5b8lGsWKVKE8+fPM2XKFBYtWkRQUBBHjhxh37592Nvbs3v37jwL84pEIpGo8MTAiEgkEol+GUtLS+7du0d8fDyWlpZZju9bfgRZDjVF8iM5IYUd/+ynmUfmdPyM4qDwueZBdt6/f4+5ublifFJSEmfPnsXIyIgHDx4oghcRERF4e3vTpUsXevTokW2gIz09HX19fWJiYrCyssLT0zNTEMPc3JwqVapkeg2ga9eudOjQgenTp2e7xjdv3tC8eXOcnZ0zvf7kyROaN29O6dKluXHjRo4P2oBiXQURFxfHzJkzOXz4cK4PrAkJCbRs2ZLSpUsrgiIZdHR0uHHjBpUrV0YmkzFgwACWL1/O+/fvcXFx4eXLl2hblkG/rwfSL4Ib+aGmpITRxSs03NEAHx+fn1pkNSfa2toIgkDaF11yMsjlci5dukS1atW4du1ajhkSv0tHmpwULVqUY8eO4eDgQNGiRXF1dc1xbPfu3Zk6dSrh4eEUK1Ys2zGdOnVi9uzZHD9+PM+spO9JWVkZPz8/6tSpQ6VKlejTp89Pua5UKmXOnDk4Ojri6upKpUqV2L59Oxs3bqRNmzYsXry4wK29RSKRSJQ/YmBEJBKJRL9M5cqVFYGRypUrA+Dp6cnMmTNJS0vD8JMZpmmfPyFPJ50Q4SwJxFICS8pIrAH4ILznCbdJIw0zSmMpqUSSkEAIZ6kvceLD2yhGDxuDThFtGjdujIuLCwkJCaSmpqKjo0P//v0xMzPLkr0RHByMmpoa8+fPJyYmBqlUioqKCkpKSowfP14RwIiMjMTU1JSqVatmydrI2JaiqalJ//79UVJSYs2aNXm+Lx8/fqRx48Y4Ozszbdq0HMcZGRnx4cOHTK/5+PgwcuRIZsyYwcCBA/P8pD2j+GpBLFq0iEaNGlG9evUcxyQkJODk5ISlpSWenp4oKSkhCAJXr15l7dq17Nmzh7S0NLZs2UKDBg1ITU1l3LhxrFq1Cj09PbS0tJC/DyNiozdFe/VEqpa/4Ii6sjIrmrfCceAwVq5cib29Pf/88w8eHh4/Nevgazo6OshksmwDI48ePUJXV5d69epx5cqVf21gBKBMmTIcOnSIZs2aYWhomGNGiL6+Pu3atWPTpk1MmDAh2zFfZo00bdr0p37/DAwM8Pf3p379+pQrVy7H+/gRGjduzIMHD3BycqJTp0707t2bEydO4OrqyoMHD5g9e3a+Ci6LRCKRKP/EwIhIJBKJfpny5ctz9epV4uPjqVixIi9evMDLy4tLly6hq6uLkZ4xRfmctRHPR2riiCbaXOEUhoIJGmjxiJvUoCEqqHKFUxgLpqjw34fopORENnluJi7tk6JFqCAICIJArVq1iIyMJD09HQMDA8qVK6cIarx9+5bhw4fTvHlzDAwMUFdXp127dri6uuLm5qaYv2nTpsyePZsuXbrkeJ+BgYEcOXKEe/fu5fmexMfH4+TkRN26dfn7779zfRg0NDRUBEbi4+MZMmQIly9f5uTJk9jY2OR5Lfj8AFiQwMj79+9ZsWIFISEhud5Dy5YtsbS0ZMOGDSQkJODr68vatWv59OkT/fv35+7du1haWuLg4MDZs2fp3Lkz0dHRWFtbExcXpygAq/T8BZYhN4mqbkOqthZpMhmyr4qyCjIZ6ioqxIW+oW+FSjQq8zn7aNiwYfz555+4ublx+PBh1q9fj6FhwWuWfA86Ojqkp6eTnp6e5diFCxeoV68ednZ2WbZpfen58+fUrl2wlsW/gq2tLb6+vnTo0IFTp05RpUqVbMcNGDCADh06MG7cuBzr2XTo0IHZs2cTEBBAixYtfuSys7CysmLbtm106tSJS5cu/dSglJmZGdeuXWPkyJFs2rSJs2fPsnv3boYPH067du3YunVrls5YIpFIJCo8MdwsEolEol9GQ0ODxMREnjx5gqWlJerq6mzdupVt27bRpUsX0kkjjc81GbTRQ19iiKpEDSNM+EQUn4gihSSucIoLHCWFZBKIzXQNTS1tWju3ZuLEiSQkJPDmzRtcXFwoX748o0ePxtvbm6VLlzJt2jSGDRtG9+7dadWqFYmJidjb21O8eHHU1dURBIFz585l6kgTGhrKtWvXaNOmTY73mJSURL9+/RSZELlJSkrC2dmZSpUqsXTp0jw/Ic/IGLl16xY1a9ZEIpEQEhKS76AIFHwrzYwZM/Dw8MixGGRGYMfS0pKhQ4cyePBgSpUqRUBAAPPmzePJkyeMGzcOc3NztLW1cXV1pXnz5mhoaGBpaYmuri5xcXGkpqaipKTEsGHDeB58hfODhrG/kxvtrStjoK6OFJDIBfTV1VF68owZlWxwfBfB3GHDM9XxqFy5MsHBwVhYWGBjY8OJEyfyfa/fU0ZgJLuMkYzASK1atbhy5UqOc/wbMkYyNGrUiOXLl+Pk5MSrV6+yHVOzZk2MjIw4duxYjvMoKSkxbdo0pk2bhlDILkXfokmTJkyePBlnZ2fF9rufRUVFhZUrV7J161ZevHhBw4YNGT58OPr6+jg4OBAaGvpT1yMSiUT/y8TAiEgkEol+KSMjI2JjY1FWVkYul9OwYUOMjY1Zvnw5amgoxkn4Mkjw3/82wJgGEmcaSJypjxNFMcs0v1wmIzYxNssn0kZGRrx48SLHdX1dfPXx48doaGhQsmRJxWtbtmyhY8eOaGhoZDcFADNnzqRatWq4uLjkOAY+F2h1dXWlRIkSrF27Nl+p8oaGhpw7d47GjRszefJkNm/enGu71+wUJGPk4cOH7Nmzh4kTJ2Z7PD4+XlEL4sGDB7i4uGBqasrdu3fZu3cvTZs2RSqVIggCO3bs4NOnTwQEBNCuXTsSExOpUqUKz549Q1lZmfT0dIYOHYqfnx+enp5oa2tjZWjE342aEtJvMKOUNWj66BnX+w2mg14Rbp44iaenJ3K5PEvhT3V1dRYtWoSXlxceHh6MGjUqx+4wP4q2tjYpKSm5ZoxYWFiQlpbG27dvs53j3xQYAejcuTNjxoyhWbNmREVFZTtmwIABrF27Ntd52rVrR3JyMkeOHPkRy8zT4MGDqV+/Pm5ubshksp9+/Xbt2nHz5k2KFy9Oz5490dLSomPHjtSpU4fg4OCfvh6RSCT6XyQGRkQikUj0S1lbWytatu7duxdzc3N69uzJzZs3SSFJMS6eT8QKMaQJqUQRhi5F0KMIcXwkXohFJsi4ThDRRKCMCmmkIBPS+ZT0kQNH9rFu3TpGjBjB3r17SU5OxtjYOMfASHx8PDKZDF1dXcVrQUFBmbJFBEFQPGjn5ObNm2zcuDHbdsBfSktLo1OnTmhpabF58+Zc2+RmiImJYePGjdy/f5+LFy/SrVu3PM/JTkFqjEyYMIFx48ZRpEiRLMeuXbtG+fLlCQkJQVtbm4kTJ/L8+XOmTJmCqampYtzLly/5888/6dOnD+rq6jRq1IigoCCcnJy4fv06hoaGREVF0bx5c+Li4mjWrFm2HXMyAiwArVu35uDBg6irq7Ns2TK8vb15+vRplnMaN27MrVu3eP36NXZ2dty9ezef79K3y2hPLJfLM2WNREREEBERQaVKlZBIJNSqVYurV69mOT8tLY13795lCsz9GwwfPpw2bdrQqlWrbDtPde7cmQsXLvD69esc55BKpb80a0QikbBixQri4+NzrIfyo5UtW5Zbt27Rtm1bvL298fX1Zdq0abRq1YodO3b8kjWJRCLR/xIxMCISiUSiX6pixYqKwEhGW04TExMOHDhACdMSpGumAKCFLo+4yUWOYYL5f7bVqFORGtzmIhc4gj5GGEtMUZGoUhwLrkkCiSv1nv79++Pk5ISJiQkbNmxg7969nDhxgn379rF9+/YsKekZ2SJfbmU5d+4cDRo0UHx94cIFlJWVsbOzy/a+0tPT6dOnD/PmzcPExCTH+5fJZHTv3p309HS2b9+OsnLe5b8uXryIra0t5ubmWFtbU65cuTzPyUl+t9JcuHCB69evM3ToUMVrKSkp+Pr6Ur9+ferWrYuxsTH379/nyJEjODs7Z7qX9PR0Fi1aROXKlbly5QrDhw9HT0+Pp0+f8scff3D79m1Kly7NgwcPqFChAv379+fIkSMsXLgw2/VIpVLk8s8di2rXrs2HDx949uwZffr0wdLSkrZt22Z7nqGhIbt27WLkyJE4OjqybNkyxTw/ko6ODomJiSgpKWUKRF28eJE6deoogmE5bacJDQ3FxMQE1QJ26Pkd/P3335QvX55OnTpl2UqkpaWFm5sbnp6euc7Rtm1b0tLS8Pf3/5FLzZGKigq7d+9m7969eHt7/5I1aGho4OPjw9KlS3n+/Dljx45l0qRJjB8/nmnTpv2Un2ORSCT6nyWIRCKRSPSbSk9LF1yN3IXGkvaF+tNUtaPw6kFo1nnT04UtW7YIZmZmgqurq2BkZCRYWFgIPXr0EDZs2CBs27ZNqFu3bqZzLCwshPv37yu+7t27t/DPP//kuPYFCxYIf/75pyCXy3McI5PJBHd3d6Fx48ZCUlJSnu+HTCYT5s6dKxQtWlQ4cOCAcP/+faF8+fJ5npeb69evC9WqVct1jFwuF+zt7YUtW7YIgiAIT58+FcaNGycULVpUcHR0FCpUqCD06tVLkMlk2Z5/7do1oXLlyoKBgYFQuXJlYceOHUKpUqWEWrVqCRUqVBAaN24suLu7C1KpVDAyMhKePn0qlC5dWvD3989xTZ6enkLv3r0VX/fp00dYtGiRIAiCcOfOHUEqlQo+Pj653tfTp0+FOnXqCE2aNBHevn2b69hvJZfLBSUlJUFVVVV49OiR4vUxY8YIM2fOVHx96NAhoXHjxlnOP3nypNCwYcMfusYfKTU1VXBychI8PDyy/E7cu3dPMDExEVJTU3OdY+/evYKtrW2uv1M/2r179wRjY2PhwoULv2wNgiAIN27cEMzMzARtbW3Bw8NDsLOzEzp27CgkJCT80nWJRCLRv5WYMSISiUSi35aSshJ953dHTVOtwOfKkBEpf0u3fl2zpOkrKSnRokULEhMT2bNnDxERERw5coS6dety5swZhg4dyvXr1+nYsSMrV67kxIkTxMXFKTJbEhIS2LNnT47bV549e8a8efNYv359jgVUBUFgyJAhPHv2jP3796Ourp7r/YSFhdGsWTOOHj1KSEgIrVu3zrZdb0HlJ2Nk3759JCQkoKGhQdOmTbG3t0culxMQEEBqaioODg54enpmqYsSHx+vyMx49eoVo0ePZsiQIQwZMoSZM2cSHR1Neno6tWvXxsfHBw0NDU6cOMGKFSuoV68erVq1ynFNX2aMALi4uHDgwAHgc8FVV1dXBg4cmGstEUtLS86dO0e9evWoXr06+/bty89bVigSiQRNTU2kUinR0dGK1zPqi2TI2Erz9af/z58/p0yZMj9sfT+aiooKO3fu5P79+0yaNCnTMWtra6ysrBTfv5xkFDnOa9yPZG1tjbe3N+3bt8+xqOzPUK1aNe7du8cff/zBvn37SExMJCUlhYYNG/Lu3btfti6RSCT6txIDIyKRSCT6rTX3+JM2Q5qjXoDgiIq6CmqGSkQWe82tW7ewsbFh48aNmeoTGBoakpqayqdPn5BIJFSsWJH+/fvj4+PDlClT6NSpE61ateLmzZv07NmT2NhYXFxcWLBgAQsWLKBOnTqZamdkEASB/v37M378eCwtLbNdnyAIjBkzhpCQEA4dOpRnwdTjx49TvXp16taty+nTpylRogTw38Kp31IQMq/iq8+ePaNv3768efOG5cuX4+7uzuvXr5k6dSpDhw7F2to622Kxhw8fpkKFCuzcuZMyZcpw+vRpnj9/zvLly9mzZw8LFy7EysoKDQ0NFi5ciIqKCtu3bychIYGdO3eybNmyXNf9dWCkUaNG3Lx5UxEo2rx5M2lpaQwZMiTXeZSVlZk2bRr79u1jzJgx9O7dm/j4+DzetcLR0tJCKpUqAlHJycncunUrUwveokWLoq+vn6VGyr+t8Gp2tLS0OHToEHv27GHFihWZjg0cOJA1a9bker5EImH69OlMnz79l24badGiBWPGjMHFxeWH/azkh56eHgcPHmTSpEm8fPmSM2fOYGVlRe3atXNtpy0SiUSirMTAiEgkEol+e33mdaPHjI6oqqugoqaS4zg5cmTIkBils++1D+3au2JgYIAgCEyfPp1WrVopPk2VSCSULl2aly9fZpknLCyM8uXL06NHDzZs2ECbNm2YOHEi3bt35/Xr1yxcuJDAwECaNGnCrFmzOHv2LElJnwvFenl5ERMTw8iRI3Nc59SpUzl9+jQBAQGZCrx+LS0tjb/++otevXqxbds2ZsyYkaluh7KyMnp6egVqt/s1XV1d4uPjMz1oymQyDh8+jLOzMzY2NmhpaREUFERQUBBdu3YlLS2N5s2bU6lSpSxBkbCwMDp27Ii7uzvx8fEMHDiQnTt30q9fPxISEvDx8aFnz5506dKF2rVrc+/ePZSVlZkxYwZNmjShV69erFy5MtsCr1/6OjCioaFBo0aNOHz4MPC5C8y8efPw8vLi8ePHeb4P9vb23Lx5E0EQqFat2g/p9qGlpYVEIlFkjFy7do2KFStmCYxlV2fkfyEwAija8/7zzz/s3LlT8Xrbtm25e/cujx49yvX8jNo1+/fv/8Erzd3IkSOpUaMG3bt3/6VBGolEwpgxYzh69ChqamocPnyYKlWq0KxZM3bv3v3L1iUSiUT/NmJgRCQSiUT/Ch1Gt8br8Qraj2qFlp4mmroaaOpqoKGjgaaeJkqqSqToxRFCILeFSxw+coglS5YwcOBAdHR00NTU5NWrV9jY2ODj44MgCFhYWGTbmebrVr3nzp2jZcuWdOjQgdGjR6Ours6LFy8YPnw4cXFxjB8/HmNjY+zs7Bg8eDAeHh4kJiZmex9z585l7969HD9+HAMDgxzv9+XLlzRo0IDbt29z48YNHB0dsx1nZGSUYyvU/JBKpWhra/Pp0yfev3/P7NmzKVOmDDNnzsTJyQltbW0OHDhApUqVAIiNjaV58+ZUqVKFNWvWKIIicrkcT09PKlWqREhICGZmZgQFBVG9enUcHBzo2bMnI0eOxMnJiSlTplC1alUWLFiAXC6nXbt2jBkzhunTp2NjY4Orq2ue65ZIJFkeSL/cTgMwbNgwSpQoQbt27fLVzURHR4dNmzYxb948WrduzcyZM7Ntr1tYGYGRjEDW19toMtjZ2WXpTPNv30rzJQsLC44cOcKQIUM4ffo0AGpqavTq1YvV69ex/+EDpp45yZCj/ow/GcDKK5d5GxsL/Ddr5FcXG5VIJKxevZoPHz4wderUX7aODPXr1+fOnTvY2Nhw7do1ihQpwtChQ5kzZ84v6eQjEolE/zq/rLqJSCQSiUSFlJaaJtwMvCuc3XVROO17XrgScEOIjogRTE1NhVq1agnFihUTihUrJoSHhwuCIAibNm0SihUrJjg7OwsWFhZCuXLlhDZt2gi9e/cWlixZkmX+Jk2aCAEBAYIgCEJUVJSgo6MjpKWlCYIgCNOnTxcGDx6c5Zy4uDihYcOGQt26dYU//vhD0NLSEmrUqCGMGDFC2Lt3rxAZGSksWbJEKFeunPDu3btc72/37t2CsbGxsGjRohwLmmawt7cXzp8/n5+3LVsymUwoVqyY0Lx5c0FfX1/o37+/cP36dUEQBGHq1KlCt27dFGM/ffok2NvbC/3798+0rvv37wv16tUTSpcuLRgYGAgzZ84UkpOThWnTpglmZmbCuXPnhICAAMHIyEg4cOCAEBgYKOjr6wtqamqCRCIRkpKShCtXrghFixYVwsLC8rVuHx8foUuXLplei4yMFHR1dYXExETFa8HBwYKSkpKwdevWAr0vb968ERo1aiTUrVtXePbsWYHOzYm9vb2gra0tzJgxQxAEQXB2dhb8/PyyjDtz5oxQp06dTK8ZGxvn+XPzb3PmzBnB2NhYuHHjhvAuNlYY679fsJg/R6i0aplQetlCxR+rFYuFCiuXCF33+AlBL18IcrlcqFWrlrBz585ffQtCRESEYGFhIWzbtu1XL0UQhM+FpSdOnCjo6+sLurq6gqWlpeDm5pav4s4ikUj0/1nePQFFIpFIJPrNKKsoY9OwUpbXu3fvzsePHwkJCaFFixYMGjSIXbt24eHhgbGxMb169cLNzY2tW7ciCAI7d+7k3bt3jBgxItM8X2aMXLhwgdq1a6OsrIxcLsfb25tdu3Zlufbp06d5+/Ytt2/fRkNDg5SUFK5du0ZQUBCenp507doVmUxGp06dCAwMxMHBQVErJENSUhKjRo3i+PHjHD58mFq1auX5XhS2AGtkZCReXl6sW7uO+I8JVLaqwlZvH4yKGireg5UrV3L9+nXgv5kiNjY2rFq1CqlUSkpKCn///TfLly+nePHi6OnpsX//fkqUKEGbNm1ITEzk2rVrnDp1ilGjRimKzDZt2pSUlBSMjIxISEjgw4cPeHh4sGTJEooVK5av9Uul0iyfhBsZGWFjY8Pp06dp2bIl8Dn7wsnJiUGDBtG2bds867lkMDMz4/jx4yxdupTatWuzcOFCevTokWMx3fzQ1tYGICYmBkEQuHjxYrZ1NWrUqMHt27dJS0tDRUWF+Ph44uPjc237/G/0xx9/sHr1alr164u+ezfS5HIkamokpmdu6Zv2n8yQS29CuRn2ng7WlZk6bRp/jR9Pu3btstS3+ZmMjY05ePAgf/75J2XLls2xfffPoqSkxJw5c6hbty49evQgOjqay5cv07BhQw4ePJjj71eaTMb19+/4kJhImlyOrpoaNsVMMNTU/Ml3IBKJRL+GuJVGJBKJRP8z3N3dOXDgAK1bt+bSpUs8ePCAHTt2ANCqVSsOHDiAr68vw4cP586dO1SpUoWgoCA6d+6cKbjwZWAkKCiIBg0aAJ+31GhpaVG9evVM1/306RODBw/G09MTDQ0N4PPWgHr16jFhwgQ6deqEoaEhu3btokaNGuzatQtbW1vKlCmDu7s7mzZtIiAgADs7O2JiYrh+/Xq+giJQsMCIIAiKOiFVLW0573mdcm9rUietGXfXvcbNbBBupQayb8URpk6cRq9evShVqhSxsbE0a9aMatWqKYIiZ8+epWrVqhw8eBCJREKnTp24cuUK6enp1KhRg0qVKnHy5El8fX2ZMGECp0+fpkiRIrRs2RKJRIKysrKikOysWbMoU6YMXbp0ydd9QNYaIxm+3k4DnwuxpqamMnz48HzPn3GNUaNGcfLkSRYsWECnTp0ydZQpqIzASHR0NI8ePUJbWxszM7Ms43R0dLCwsODOnTvA5/oiFhYW3xSU+V2VrV8PzW6dSUxPVwRAcpOUns6u+3e5qK6ClrZ2tkHKn61KlSps3LgRV1dX3rx586uXA0DLli0JCQnBwsKCpKQkXr16ha2tLbdu3co0LiIhnsWXzlNrwxr6+u9nwqnjTDlzgpHHDlN/83oGHj7A9ffvxO04IpHof54YGBGJRCLR/4wKFSpgYWFBx44diY2NpUmTJowYMYL3798Dnwtsnj59mg0bNuDu7q7IAtHV1aVq1aocOHCA1NRU4uLiMDT8nDlx7tw5HBwcgM8P2B4eHlkeUCdMmECLFi34448/sqxp586dTJgwgZMnT+Li4sKIESPYu3cvERERHD58mDp16rB+/XpatmxJaGgogiDg4+PDnTt38lVDIT+BkZiYGJYvX06lSpUY3HsoqRfUqJ7egOQXctJTZUgECempMuQyORGhH9jwlw/PvT9gnmJFTEwMzZo1w9bWlpUrV/Lp0yf69u1Lly5d0NbWRi6Xc+rUKaZOncrWrVtp1qwZ8+fPZ8GCBUyePJn169dz/vx5tLS0aNq0Kbq6uiQmJnLgwAGsrKzQ1tbGz8+PtWvXFujBP7fAiL+/f6ZjhoaGTJ06FW9vbx48eJDva2SwsbHh6tWrmJqaKjJSCkNbWxtBEIiJicmxvkiGL+uM/BsLr5YvX5579+7h4eHBhAkTOHXqFA0bNsw0JjYlGfcDeyhoFZek9HQOPHpAi5EjmDFjRpauTDdv3qRFixbfeAcF07p1a4YOHarIlPodWFhYcOnSJVxcXJDL5cTGxuLg4MDBgwcB8Ll9k4ZeG/C8fo3YlBTi01KJT0slIS2NuNRUUmQyTjx/Rvd9u+m5fw+JaWl5XFEkEon+vcTAiEgkEon+p3h4eLBnzx569erFhg0b6NWrF/369VN84mltbc358+fZsWMHVatWJT09HX9/f8aOHcvo0aPp0qULRkZGSKVSEhISuHPnDrVr1yY+Pp79+/fj5uaW6Xrnzp3jwIEDzJ8/P8taDhw4wLBhwwgICKBChQqZjkkkEszMzDh37hzx8fHcunWLGzdu0LJlS27cuEG7du0wNjbGxcWFhQsXcuXKFdKyeTDJqfiqIAgEBwfj4eFBmTJluHz5MrP+mku5aFvi3iWSmpyGXJZ94CU1KQ0pShzfFEjbMt2pZlONlStXsnPnTipWrMiLFy9IS0vD2dmZK1euUKFCBfr27cvChQsJCgqiTZs2eHh4cPbsWc6fP4+qqipNmjShVKlSvH37liVLluDo6EhaWhqPHz/G1dU129bHuckpMFK2bFmKFCmSpavLuHHjMDY2plOnToX69FtDQ4OlS5eyYcMGunfvzpgxY0hJSSnQHBmBkejo6DwDI192pvk3BkbMzc2JiIjg9evXvH79moiICEqWLJlpzJ4H90grZKvppPR0TibGoqevn6m7TZ8+fbC3t/+mTk2FNW7cOKytrXF3d/9tMizU1NRYvXo1S5cuRUVFBSUlJbp06UL7BfP4+/xZUmQyUnL5HsgFgaT0NK6+e0OHXb4kicERkUj0P0oMjIhEIpHof0qnTp04efIkkyZNIj09neTkZEJDQ/H29laMMTc359y5c4r6GStWrGDBggW4ubkhkUiIjIwkICCA4OBgbGxs0NDQYNeuXTRs2DDTHv3k5GT69u3LihUr0NfXz7SOY8eO0bdvXw4dOkTVqlWzrPPatWtUr14dbW1trly5QuXKlSldurSiRfDjx4+5e/cubm5uvHr1ir59+2JoaEjTpk2ZPXs2QUFBJCcnZ8kYiYuLY+3atVSvXh03Nzesra15/PgxyxeuxHfMQeI/JuQYEPlaSmIqqgkaGH8ohZNTS6ZPn07ZsmWJjIzk+PHjTJ8+nXfv3lG/fn0+ffpEcHAwJUuWpE2bNkRGRnLq1CmkUilNmzalYsWKXL9+HQ8PD/r37w/AwoUL0dPTK1S3lZwCI5D9dhplZWW2bt3Kw4cP2bJlS4Gvl6FZs2bcunWLZ8+eKdoN50diWhoY6KNU3IQomYzzwZfznTHyb+xIkxEYkUqlREVFERERgbm5ueK4IAh4hlwj6Ru6/nxMTqbb+LGZskY2bNjA0aNHv3n9hSGRSFi/fj2hoaHMnDnzl6whJ127duXChQsULVoUwzq1uSYRCvTep8hkPI+JZtCRgz9wlSKRSPTrSITfJaQtEolEItF34ubmRu3atQkPD2fhwoWcOnUKV1dXrl+/nqngaWJiIsWLF6dSpUp4eXnRq1cvkpOTkUqlREREYGhoiIODA0uXLqVhw4aMGDGCtm3bKs6fMmUK9+/fZ8+ePZmuHxgYSMeOHdm/fz9169bNdEwQBJYtW8bcuXNZuXIlHTt2zPd9HTx4EFdXV1RVVUlLSyM9PZ1SpUqhoqLCiBEjCAkJYf/+/Tg6OjJgwAAaNWqEVCpl/vz5nPG7gHBHHVl67kGRd8JLYoikkuS/NU5kyNB3VOL8nbMMGDCAyZMno6qqSkBAAD179uSvv/5ixIgRREdH06pVK6ysrNiwYQMpKSk0adKEkiVLcuDAAerWrcuJEydQUlLi/v37NGzYkMGDBxMZGcmqVavy/T7A52ycTZs2ZQmAAIpMmfv372c51rhxY65cucKbN2/Q1dUt0DW/JAgCGzduZMKECUydOpUhQ4ZkuxXobkQ4G2+EEPD0MbL0dFKTU5BIJSCV0rZyFfpWr0VF46JZzktNTUVfX5/IyEi6dOmCh4dHpp+93920adMwNDTk+PHjyGQyqlevTokSJdDR0WHy5MmkpKcj/bMhajWr837FaqRaWqS8eIm2XS3ir1xFp349DJo1JibgOHEXLoFEioGzEzq1apD05CkfA46jVqIESVdDUFdSYsmSJfTq1Qv4/Pv3119/cfny5V9y72FhYdjZ2bFo0SI6dOigeH369OnMmDGDiIgIjIyM0NHRoX379nh5eRVofolEUuiMlNi4OGqtW0maqioASU+eEuN/BNNRw/J1voayMn7tO1O5aP6KJItEItG/hZgxIhKJRKL/OR4eHnh5eTFt2jRUVVVZv349w4YNo3fv3pkeKDQ1NXF0dERdXZ3u3buza9cu9PT0ePjwId7e3oSFheHr64uPjw8PHjxQdDoBuH37NmvXrmXFihWZrn3p0iU6duyIn59flqDIhw8faN26Nb6+vgQHBxcoKAKgq6tLzZo1SUxMJC0tjfDwcOzt7Xn16hWjR49m27ZtlCxZklKlSpGQkKAoFDqo32CkD7TyDIrkRIqUyJBYAgICmDlzJsrKysyaNYvevXuza9cuRo4cSWhoKPXr16dBgwZ4eXkhl8tp27Yt5ubmHD58GDMzMw4ePIiSkhIymYxevXoxc+ZMKleurKgBUxASiSTHjJFatWoRExPDkydPshzz8vIiNTWVkSNHFviaX1+/T58+XLx4ka1bt+Lk5JTpPiITE2jjt41Ou3dw6PFDUmQy0iUSpBrqSNTUkKio4P/4Ee12+dJu53aivqpLoaqqSpUqVbh+/fq/divN3bt3KVasGCoqKrx//x65XM748eM5e/Ysk702EeF/hNR3n98ztVIl0apuS+rbdxh1ak/ykyekR8eQ/PQZJSaNx3TUUGIOHFLMn/LyNUoG+tgvW4ihoSGTJ08m/RuyT74nExMTDhw4wKBBgxRZaV+6f/8+r169IiEhIc+5LCwsePny5Xdb2+2YaFTy2ZkpO6kyGRtvXPtu68kvLy8v3N3df/p1RSLR/x9iYEQkEolE/3McHR358OEDDx48YNasWfj6+tK9e3eioqLw9PTMNLZMmTI0b96cRo0a4ejoSKVKlWjevDkdOnQgKiqKFStWMHjwYIoXL66o8SGTyejTpw9z587NVBvj+vXrtGnThi1btuDo6JjpOmfPnsXW1paKFSty7ty5b3rQvX//PsOHD6dixYqEhYVhbGxMQkICsbGxrFq1CmNjY9atW4elpSWVK1emb6vByITCBUUAJEjQSTXEsmRZYmJiaN26NcePH+fatWs0aNCAe/fuUb9+ffr27cs///yDTCajS5cuaGlpcenSJZSVlQkMDFR0ZVm2bBnq6ur079+f4sWL8+7duwKvKbt2vV8ec3Z2VhSZ/FKJEiUYNWqUosDttypXrhwXLlygZs2a2NracuDAAd7GxdJy+xbuR4STlJ6OLId1ygSB5PR07kaE09J3C2HxcZmO16pVi+Dg4H9tYOTatWuUKlUKMzMzbt68SXp6Os7OzpQqVQq1IkXQtqlC0sNHAKiVNEeqroZaSXMkamogCCgXMcDQtQ2fAoOI9PFFFvff90eqrYVuQweSBXBwcEBHR4ft27f/qtvNwtbWlrVr19KmTZtMATNLS0vu3bvHvXv3sLS0/OnrWn/96jcVUZUJAgFPnxCbkvwdVyUSiUS/nhgYEYlEItH/HCUlJXr27ImXlxdDhw5FT0+P/v374+3tzaRJkzJ9Alu6dGlevXrF3LlzGTRoEJs2baJixYqKrR2HDx9GW1ubkiVLYmNjw/nz51mxYgVaWlr06dNHMc/du3dxcnJi3bp1NG/eXPG6TCZjxowZdO7cGU9PT+bPn4/qf9LYCyIlJYWTJ09y//59GjdujK6uLtevX2fEiBFEREQwbtw4TExMmDBhAiNGjODo0aNERUXh7e3NzTs3eZx8WzFXlBDGRSGAc8IhXgh5d2m5J1zljfwZLZu1omjRolhZWXH69GkOHTpEsWLFqFq1KnXr1mXUqFHI5XIaNmzIkSNHOHz4MO/fv+fYsWOK+hJPnjxh7ty5bNiwAalUiqmpaaEyRnKrMQLZ1xnJMHXqVHR1denSpct3KZKpoqLCrFmz2L17NyPGjaXJulVEJyWRns+50+RyohKT6LJnJwmpqYrX7ezsOH/+PGpqaujp6X3zOn+mkiVLcuPGDSwsLLCwsODGjRvExsYqjmupqiKVZtOF6IuXkp+9IHyjNyrGxhh365ppmLJhESQSCRoqKkgkEtq2bcusWbN+m6wRgHbt2tG3b1/atGlDUlISAJUrV1YERipXrgzA8ePHKV++PGZmZsydOxeA5cuXY2RkRGhoKNWrV8fIyChThomvry9mZmaUKVNGUefmyZMnNGjQABMTE9q1a6fojpORbbFw4UJ8e/YmNTwi13W/GD6G+JAbvJ46k9CZc0l9HwZA6Iw5xF2+wvMZc7AoYU5gYCDw30w4Y2NjWrZsSUREhOJ1FxcXDA0NqVevnuLv3fDwcFq1akXx4sVp1KiRYvwff/zBihUrqFKlCkWKFMHX1xf4HMwcOnQoO3bswMjIiGnTpn3T90UkEomyIwZGRCKRSPQ/qWfPnmzbtg2ZTMbixYs5efIkEomEsWPH0qtXL8VDtYWFBS9evABg2LBhWFlZsWzZMs6cOUPPnj159+4d0dHRLF68mEWLFtGuXTsmTJjA8uXLFTUlHj16RLNmzVi6dClt2rRRrOHt27c0atSIoKAgQkJCMgVM8uvJkyeMHTsWc3NzAgICSEpKQi6X4+npScOGDdHW1iY9PR1TU1PCwsL4+PGjoviksrIyNWrUQFmirJgvVUjhHlepTG3q0JRw3vBByDsw8STlLs/uvmDdunUsXrxY8b6mpaWxe/duTp06RWxsLKNGjSI4OJhWrVohlUqxtbXF2toaALlcTp8+fZg8eTJly5YFoHjx4oSFhRU4QJFXYKRRo0bcunVLUZj27NmzlClThlKlSnHgwAE8PT159uwZHTp0yLajUE6p+7ml9NevX58hGzxJVVJGXsD7kQlywhPi8b373wBWrVq1uHr16g/JFvnRWxMyAmGlSpWiVKlSaGtr0759ew4dOsTr16/RTEom7uZtNCqUz3GOlFevUDM3Q8vWhoSbtzMdy/jdK2NgAHxu1V2iRAl8fHx+0B0VzuTJkylTpgx9+vRBEATKly/PgwcPuHfvHhUrViQqKoru3buzY8cO7t69y44dOzh69CjDhg3jw4cPmJubc/36dT58+IDWF1tgDh8+zMuXL2nSpAnr1q0DoHv37kyaNIn379+jo6OjeB0+B19evHhBibEjUTE2ynPdifceYD5tEhrlrYi7+N9aLfHXrlN24nja9OzB4sWLARgxYgTW1taEh4dTvXp1hg4dCsDw4cOpWrUqkZGRtGjRgkmTJgGf/551dnbm/fv31K9fnzlz5ijm9/T05OTJk6xatYq///4bgDdv3rBixQo6d+7Mhw8fmDFjRmG/HSKRSJQjMTAiEolEov9JZcuWpUKFChw5coTu3btjamqKu7s7o0ePJjk5mdWrVwOfM0a+zCCRSCTMmTOHjRs3oqOjQ9GiRXF2dqZevXrIZDKsra2xsrKiQ4cOim0OTZo0Yc6cOXTu3Fkxz+HDh6lRowZNmjTh+PHjBWpHm5aWxp49e2jSpAn16tVDIpFw8eJFFi5cSI0aNQgLCyMsLIyXL1+ipKSEVCqle/fuqKmpYWtrm+mTeQC+eEb/RBQ66KMrMUBFokpxSvGBsDzXZEgxpoyarihw6evry4cPH+jatSsbN24kJiaGqVOnEhgYiJWVFfv27aNp06YcO3YMHR0dANauXUtaWpriwQlAXV0dLS2tbFsO5yavwIi6ujqNGzfm0KFDpKSk0LVrV7y8vDh//jwjRozA0dERW1tbjh8/Tt++fQt07ZzI5HJ8H95DrlS4f14lp6ez4cY1RVClfPnyxMTEYGZm9l3W9zNpa2ujr6+vyBgxNzenYsWKzJs3jwYNGjCsfQdKuDijalo8xzk0baqSGhZO6NRZpEdHI1FTIy0iUnFcS0UFj2o1FF/PmDGDmTNn/lZZIxKJhE2bNvH48WPOnz+PhoYGiYmJPHnyBEtLSy5evIitrS22trYYGBjg4eHBkSNH8px32rRpqKioUKdOHWJjY4mLi+PKlSv07NmT4sWLc+jQIR4+fKgYr6+vz4oVK1A30Ecizfvn06B5EyRKSqiVKok8+b/bZvQb/4myujpVatRQ/D1z9OhRRowYgVQqZdSoUYrAbEBAAEOGDEEqlTJp0iRFN6iTJ08ydepUTExMWL16NY8ePVLMP3ToUIoVK6a4L5FIJPpZlPMeIhKJRCLRv5OHhwebN2+mTZs2rF27FhcXF86fP4+Xlxf16tWjefPmiuKGgiAgkUh4//49zs7OTJw4kS1bthAfH8/r16958eIFTk5OSCQSXr16xaFDh3B2diY1NZWZM2cqPn1PTU3lr7/+Yvfu3ezevZv69evne72vXr3C09OTjRs3YmVlxYABA3B1dUVNTQ34/MlpdtTU1IiKiqJo0aJZOqPExMQgSHIOIEjIZjtDNozUilGuYlkEQWDevHmsWrUKZWVlqlevzsiRI6lVqxYHDhxg2bJldOjQATs7O6pWrUqVKlW4desW8fHxTJs2jXPnzqGkpJRp7uLFi/P+/XuMjPL+JDtDXoER+LydZt++fZiZmWFiYkKDBg2Az/Ufzp07x+bNm6lWrRqjRo1i8+bN+b52Ts6+eknKNz6Ux6emcjH0NfVLlkIqlVK8ePFCbb36HcTExACfs0YyOgR169aNbt26AbDu2hWWXblE8aGDANAoV1ZxbsZ/l/hrjOI1Q1cXAFSKGqNRrizaqqrUNS9J/S+6umRsjftVHWmyo6Ghwf79+6lYsSLGxsYYGRnx8uVLlJWz/jM8vx1nMuqTZPy+C4KAuro6YWGfg5wpKSmKrTTweVuWVCpFT12diHwUfVU2MsxYUJbXZYIcfXX1bM/7ev0Z//3p0yf8/f3p3r07giBw+/ZtihUrRnp6Oh8/fszxvkQikehnETNGRCKRSPQ/q3379pw9e5bw8HBatGhBuXLl6NOnD+XKlWPy5Mm4u7ujoaGBlpYW4eHhyGQyIiMjiY6OxsjIiOHDhyOVSlm9ejUlS5YEPhfbbN68OVZWVmhra2Nubo6npyfXr1/n2bNn1K1bl+fPn3Pz5s18BUVkMhmHDh2iVatW1KhRg/j4eE6dOsXZs2fp0qWLIiiSGxUVFcWWkeTkZK5du8awYcOwsbGhVKlSJErjP7eIBfQwJI6PxAkfSRNSecdLjDDJ8xpymUDVP6wZMWIEvr6+TJ06ldKlS9OzZ0+WLFlCTEwMCxcupGvXrgiCgJ+fH9OmTUNTU5MnT57Qr18/Ro8eTYUKFbLMbWpqWuACrPkJjLRs2ZLTp09z+/ZtypQpo3i9f//+lCxZkvLly1OlShW2bt1KSEhIga7/pSNHjmBtbU3rmrV4c/Bz55S0qGhCZ8zh05mzvJo4jTfzFpH+n0/AU0Lf8HbBEl5PnkHU3gMI/7mPmKPHeHvAn/Hjx2FoaEhKSgrx8fEEBgZibm7OsGHDqFy5Ms2aNQM+t28uW7YsxYoVy5SFI5FIsq1BcfnyZcqXL4+lpSUBAQGFvt/vpWOlKigV8gFYQ1mZwbXqIP3q/BkzZjB79mxSv6jV8jswMzOjU6dOHDx4ECMjI8XvQd26dbl58ya3bt3i48ePeHl54eTkpDjPyMiIFy9eIJfLM2VVSb/K+tDV1aVSpUp4e3sDMG7cOGbNmpVlHR0qVkbtq8BkdnLMKpFI0FVTw0LfQPFS8+bNWbFiBYIgsHTpUlq0aAFA06ZNFbWafHx82L17N/B5m1vGNp/ly5fTr1+/HO8rQ0YwCSAyMjLbMSKRSPQtxMCISCQSif5n6ejo0KZNG7Zt24ZEIsHT05NXr16xe/duhg4dipKSEkuXLlVkjURGRmJgYMDly5dxcHDgyJEjrF69mn379lG/fn169OjBuXPnsLe3p2bNmvz555/cvn2b8ePH4+joSNWqVenWrRv79u2jSJEiua7t3bt3zJo1i9KlSzN79mzat2/P69evWbp0qaImR3ZCQkIwMjJS/Dlz5gxyuZw5c+ZgbW3N3r17OXfuHCVKlGD9+vVERUXRoZer4oFDVaJGJWpxh8tc5jjFKIGRJOftDBlKlC/OiPHDuHHjBkFBQXTs2BGJREKRIkXYuHEjJUuWZODAgaipqTFt2jTq1KmDqakp9evX5+7du0RHRzNmzJhs587IGCmI3Nr1ZjA0NMTW1pbr16+jqampeN3FxYWqVasCnx/SlJWV6dGjR57zZScyMpKhQ4dy7NgxOqxbRcKNW6S8eQtA+qdY0j9+ouSsqSjr65IQcgNBJiNi8xYMnJpTYtpEUt+HZarhEHf5CjIVVR4+fIiamhqCIJCWlsbq1avZsWMHx48f58SJE8DnrUl+fn68efOGM2fOKLIyIPsaFB4eHsyePZs7d+7w9OnTAt/r92agoYGnc1vUs8mcyI26sjKNy5TFrYpNlmP169enXLlyigDB78TMzAwnJycOHTqkqMFiaGjIli1b6NixI5UqVaJjx46ZAiMZ2WiGhoYcP3481/l9fHzw9PTE2NiYp0+fMnXq1Cxj3Kra8C3lhtWVlehXvVamjI5ly5Zx584dihYtypUrV1i5cqXi9Zs3b2JsbMyuXbtYvnw5ACtWrODy5csYGxuzd+9elixZkud1mzVrhr6+PkZGRjRp0uQb7kAkEomyJxG+Rzl2kUgkEol+U4GBgQwdOpTbt28jkUioU6cOL1684O3bt7x+/ZratWtTo0YNevbsSYUKFXB3d6dy5cpYW1uzYsUKQkND2b9/Pz169KB58+asWbMGJycnypcvz5kzZxg6dCjPnz/nzJkzmJqakpiYiLe3N1WqVMmyFrlczsmTJ1m7di2BgYF06tSJ/v37U61atXzfz6tXrwgKCuLs2bOcPXuW6OhotLW1qVOnDuPHj8fGxkaxVSUsLAwTExO6d+9O5M1YZPcKtyVDXUuNZKsotEuqs337djQ0NAA4ceIEbm5uHD16lJEjR/J/7N11XFRpF8Dx3wQdSggCBqiYGIgKdmKtYiu6Bmt37NqFvauru2J3rq61FoqJid2FGIigooJFxwxz3z94nZUFFRQFd5/v5/N+3nXmufeeGRC8Z85zzoULF7hw4YJ22gakNqCtUKEC/v7+2mTEP40ePRpTU1PGjh2b6ZiOHz/OxIkTOX78+AfX/f7772zcuJGiRYuyadMm7O3tiYqKYvbs2fTo0YNJkyZx9epVDh8+zOzZs+nbty+Q2pz02LFjrHlnm0ZGj/v6+tKuXTvy5s1LdFISSUlJWLRpiV4RBx5Pn0nhX6Yi19Xltd8BkIFR+XJErF5HgXGjAIi7doOYc+fJ37sHr/cdIOlhGD1/m828Js0AyJMnDyqVir179zJp0iSOHz+u3a7w7NkztmzZwsmTJ9mzZw/79u2jTp06yGQy7t69i6OjI6tXr+b48ePMnTsXOzs7YmNjkclkzJ07l6tXr6Z7fTnhZNhD+u3dTdIHRhu/ZaDUoXExR2Y2aITyPdUFZ86coWPHjty9ezdXbkOaOHEiR44cwd/fP1MVYdnth13bCQh7+NH3OiP6SiVne/TFNAfiFgRB+JJExYggCILwr1arVi3i4uK4fPkyAMuWLeP169csWbKEIkWKMGXKFK5fv05wcDBPnz7FxsaGkydP8ujRIzp37kxiYiI//fQT27dvRyaTUaJECdzc3Ni4cSPr1q1j2rRpHDp0iBMnTnDy5EkGDBhAvXr1+Pnnn7VNICMjI5k1axaOjo6MGjWKRo0aERoayuLFiz+YFJEkifv377Ny5Uq6deuGvb09VapUwdfXlwoVKrB9+3YiIyPx9PTE2dmZihUrpunf0bt3b8zNzQkKCuLBmzukyFKy/P7p6OsQrXiNfcUCbN26VZsUOXPmDJ06dWL79u2sWrWKs2fPsmXLljRJEUmS6Nu3LwMHDnxvUgQ+rWIkM1tpADw8PLh796528tDDhw9p3bo1KpVKu6Z8+fIULVqUkSNHZrlMX5Ik6taty7Nnz/jpr60UmjQOw3Kp74HCxAT52xvz9+0YkcnSNMfVsy+E1f+nj6jVamJjY5HL5URERKT5lD4qKorKlVM/uff29sbV1TXNaTPqQSGTybR/ft+WhZxQs5A9vh270LpUGfSVSgz+UUGikMnQVypxsrJmdsPGzHZv/N6kCEDVqlUpWbJktvSN+RImTZpE/vz56du3b7aMi86qmQ0akkdfP5Pdhd6hUvNjmXIiKSIIwr9S7vmtKAiCIAhfgFwup1u3btqbpHLlylG/fn3Gjh1LfHw8TWo1o2BycQ79fpot4/civ2uCQVQe9vruxcvLi7Fjx9KgQQNq166tHZ95+vRpfv31V77//nvmz5+Ph4cHdevW5fr16/To0YNLly5x5MgRypUrx3fffUfx4sUJCgrizz//5PLly/Tp00c7qeVdkiRx+/ZtlixZQqdOnShQoAB16tThyJEjVKtWjf3792urBAYOHEjZsmWRy+VYWlpqe4y8a+fOnYwbN46QkBDeJL3ipvIsOvpKpEwW0+voKYmVoqjRz5lly5Zpm0Vev36dli1bsn79eoKCgli+fDmTJ0+mefPmaY7fuHEjoaGhjBkz5oPX+VI9RiA1QWBra8vt27c5duwYMTExBAQEpFnzdnJISkoKP/74Y5bicHNz4/LlywQGBlK/YCGeL1pGwt3UbSpv+7q8S8faCiklhfjbd9CoVMScOo1h6b/7rujIFTRxLA7Ao0ePMDY2xtbWNs2EEUgd4yyTyejduzdv3rzh4sWLaZ7/Z+LDzMwMGxsbdu/eTWJiIn/++WeWXueX5pDXjJkNGnG+Zz/G1KhN8+IlqFGwMO5FiuFVoSI7O3zPbs/ONClWPFONOSdPnsz06dNJSkr6CtFnjVwuZ+3atVy9elU78vZrsjIyZktbT8wNDDLd40VfqaSJoTFj2rZny5YtXzhCQRCEr09MpREEQRD+9bp160alSpWYM2cOenp6zJ8/n9qlGtCpWG9UURJ5kvIhaeDJ6wgACsqLQxxsme7LriO+nL1ympYtW+Lg4MCOHTuoU6cOEyZMYPfu3dpGmBs3bqRBgwZ4e3ujVqt59OgRUVFRhIWFMWbMGEaPHp1uGotGo+HmzZvabTEnTpzAyMiI2rVr06BBA6ZOnUqRIkU+eiNoaWmpbbD51vPnz+nWrRv3798nOjqaggULci7wHO2bdkR1QRd9pQFSSsZTaZS6SkDihewpnWe0YfDQvxt73rt3jyZNmjB//nxMTEzo378/rVu3ZvTo0emu/+OPP+Ln5/fR7QxfsmIEoHXr1jx48IAePXqgUCgoUKBAujUuLi60a9eObdu2cfr06UzHYWVlxcqVK2nZsiVRUVHkrVAO/bJlUL18leF6mUKB1Q9defHnFtRR0RhXrIBJ9ara5w11dKiYP3W0c0hICHnz5sXOzi5dYqR8+fJUqFABW1tbqlatSvny5bl79y516tR5b6yrV6/mhx9+QKVS4ezsnOnX+DUZ6+rSuVwFOper8FnncXV1xcnJiZUrV9K/f//sCS4bGRkZsWvXLtzc3ChZsiTffffdV71+ETNz/Dp1Y/zRQxwPfYgMSEpJW1Eml8nQUyiwNTFlYu261CxkT0+3arRt25ZTp07x66+/5sqtSoIgCJ9C9BgRBEEQ/hPq169P3759adWyFTO7zufYttPwkZ0lEhr0DPWQOcdhZKvP4MGD6dy5M9999x1lypRhypQp+Pr64uLiwrlz5/j555/Zs2cPDg4OLFmyhPr16xMSEsIPP/yARqNh+fLlxMXFaRMhAQEBWFhYULt2bWrXrk2tWrW002+ywtfXl6VLl7JnT+pElAMHDtCtWzdMTU159OgR9erVY+fOnWzfvh1PT090dXT5bcI8Vk7cgLk8H4ZGhsjkMjQpGuRyOWUbl2D14SXMXfIb7dq1017n8ePH1KhRg/Hjx9O4cWNKliyJo6MjFy5cSDd6tG3btjg6OvLzzz9/NP4HDx5Qr1497dSJzDh37hyDBw/m3LlzH117/vx5unXrxu3btz+4LjIyUlthcvPmzQzHqX7MmquXmXX6JImfMLbXQKlkbM062qaiK1eu5OTJk3h6ejJz5kyOHj2a5XP+l50/f542bdpw79499N8zXjannTlzhhYtWnD06FHKlCmTIzFExsex+eZ1tgbe4k1iAmqNhJGuDm4FCtLTuRLlrNNOrXrz5g1eXl7a6rVP+ZklCIKQ24iKEUEQBOE/wcvLi1WrVnNzYwiXDl77aFIEQIac5HgVnNWhXN/itG7dmiVLltCqVSsA8ubNS926dbGyskIul9OnTx98fHwYOXIko0aN4s8//+TVq1c0btyYdevWUbp0aaytrWnZsiWdOnVi8eLF2NrafvZrs7S05OXLlyQnJzNu3DhWrVqFWq0mOTmZwYMH88svvxAdHU2XLl1QKpV06dqFET8PI4EE7t64h65Mn6T4JEzMjDl5/jgDBw9k09ZN1KtXT3uNyMhI3N3dGThwIB07dqRUqVIYGRlx9OjRdAmEbdu2cfPmTf74449Mxf+2YuRtH4zMyErFSKVKlYiKiuLu3bsUL178vevy5cvHtGnTmDRpEgsXLmTIkCGZOv+7PJ3KsiXwJsGvXqLKwpQbHbmCouYWtC31983xgwcPKFKkCJUrV+bSpUukpKSkqzoS3q9KlSpUqFCBFStWMHDgwJwOJ0NVq1Zlzpw5eHh4cO7cOSwtLb96DPkMjRhYpSoDq1T9+GJSf+7t2LGDX3/9lSpVqrB27Vpt5ZwgCMK3SvQYEQRBEL45x48fp0iRIhQuXJjNmzdn6pjWrVsTcuwJFw9eIykhOWsXTIHzS29x8ngArVq10vYJ6dWrFwqFglevXjFp0iQGDhxIWFgYZcuWJTY2lpIlS9KpUyeePXvG9OnTOXXqFPb29ty9exdXV9dsSYpAamIkPDycKlWq8Oeff2JgYICuri7Tpk1j5syZyGQy6tWrh1qtxsDAgL1796JQKDA3N8exdDEKlypAcZei7Dq4g6E/DuXAgQNpkiJRUVE0btyYNm3a8OOPP9K4cWMiIyM5ffo0efPmTRPLixcvGDRoEKtWrcr0p/QGBgYYGhry6lXG208ykplxvW/J5XI8PDzYtWvXR9f2798fCwsLJk6cmOXtPQD6Sh3+aNUWWxNTdDOZxNBTKCiUJw/rWrZB750kU0hICA4ODlhYWJAvXz7u3LmT5Xj+6yZNmsQvv/xCYmJiTofyXl26dKFdu3a0bduW5OQs/mzKITKZjJEjR7J582a6d+/OpEmTSEnJenNnQRCE3EIkRgRBEIRvSlJSEp06dWLNmjUEBAQwdOhQoqOjP3qcvp4+hSlBclaTIgDIMNAzZN2sP6lSpQqtW7emUKFCLF26lMKFC+Pp6UmPHj3IkycPP/30k3Yc7N69e1GpVBgbG9OiRQuqVq1KQEAADRs2pHLlyixfvvyzp1JIksShQ4cICwsjJCQEV1dXkpKSWLJkiba3go+PD5cvX0Ymk2FjY8OWLVuIi4ujZcuW2nNMmjSJ2bNnc/LkyTT9J+Lj42nevDlVq1Zl6tSpDBo0iLNnz7Jnzx7t5JN3DR06FE9PT6pVq5al15HVPiNyuTxL712LFi0ylRhRKpUsW7YMgGHDhmX6/O8yNzDEt2MXahW2R0+heG+CRK7RoKdQUMfegZ0dvievvkGa598mRiC1+uHChQufFM9/mYuLCy4uLtqvaW41Y8YMTE1NGThwYI5MqvlUtWvX5tKlSxw/fpymTZtmeaqTIAhCbiESI4IgCMI35cSJE+TPn59atWpRsGBBnJ2dOXHixEePO7vnEkr5p+8gTYxL4tyWazRr1owOHTrg5+dHz549efjwIXnz5mXp0qXY29tTv359fv31V5o3b06TJk24dOkSZ8+epVGjRkRERKBQKBg1ahRHjx5lyZIlNG3alOsXbrJq3Eba2/aiiX5HGirb09y0CyMaTObCgavvrYyIjo6mffv22qkvgwcPJiAggO3bt9OmTRsgdbLJ20krNjY2XL9+nc2bNyOTyejRowcpKSn069eP3bt3c+rUqTTJjuTkZNq1a0fhwoWZN28eK1euZOnSpcyZM4f69euni8fX15ezZ88yffr0LL+/WZ1Mk5WtNAD16tXjxo0bREREfHRt3bp1qV+/Pvv37+fYsWOZvsa7jHV1WdasJf5du9PD2QUTXV2Ucjk6MhlSSgqahAQST53l0PdeLP6uBUYZNLF8u5UGoHLlypw/f/6TYvmve1s1kpCQkNOhvJdcLmfDhg2cOXOG+fPn53Q4WZI/f34OHTpExYoVcXFx4cyZMzkdkiAIQpaJxIggCILwTbl9+7b2ZhGgT58+FCpUiClTpmBjY0OBAgVYv349AOvWraNv374AbPvdl/Pxx3gpPQPgonSM59JjrkmnuSQd157vqRRKgORHgORHuPTwncfDCIjbz7Sp07h06RJTpkxhx44dODs7k5yczNChQzE3N+fIkSN0796d3bt3U7p0acqXL0/16tVxdXXFxcVFO/HEyckJvx37MLmfn2GuE9n86y5eP3uDOlmNpJFIjE3k6pGbTG03B0+7PvhvPJnmfTh//jwlSpTAz8+PLl26YGRkxOrVq/H396dmzZpAaiVIpUqV0Gg06Ovrs3//fvT09Ni0aRNKpZLy5cvTvn177t+/z7Fjx7C2ttaePyUlha5du6JQKFi1ahXnzp2jX79+eHl5MXjw4HRflzdv3tCvXz9WrFiBoaFhlr+un1IxkpXEiJ6eHu7u7uzduzdT6+fOnUtKSgq9e/f+rO0NtiamjKhWk6t9BnK59wDW1WtI6OgJSIuWYxZ0lzuXLmV4XFxcHNHR0eTPn9r4UlSMfDpnZ2dcXV1ZsmRJTofyQSYmJvj6+vLzzz9z8ODBnA4nS5RKJT///DMLFy6kZcuW+Pj4fFOVL4IgCCIxIgiCIHxToqKi0tx4t2jRgrx583Ls2DHu3r3L2bNnGTFiBAAeHh74+/sD8OjOY2KJwgwr7bHB3MQWe8qTuu0jTormPjdwoTaVqEMwt4iVorSP1zBuxNbFO7h16xYFCxZEX1+fs2fPUrBgQZ49e0ZcXBxDhw4lLCyMjh07snPnToKDg9m2bRtt27Zl0aJF2puGR3eeMLDKGKJD45GjQKPO+CY/ITaR18/f8HvvJayZuAmNRoO3tze1atUCwM/PDz09PVQqFWvWrMHJyQlIrfaoWLEiERER2NjY0KNHD5ycnAgMDOT169dUq1aN7777DqVSyd69ezE1NdVeU5Ik+vfvT0REBFu2bCEiIoIGDRpQqVKl925JGD58OB4eHh8cF/shX7piBDK/nQagUKFCjBgxgujoaObOnZul62REJpNhrKuLS4mSSMnJmJqaUq9evff2yHn48CGFCxdGLk/9p5qzszM3b94kKSnps2P5L5o0aRKzZs0iPj4+p0P5IHt7e7Zs2ULnzp3TjWj+FjRv3pwzZ86wbt06OnTokKltjoIgCLmBSIwIgiAI3xRdXV3tzaG9vT1mZmYcOnQIHx8ffv/9d7p27crz58+B1OkJjo6OBAYGEh77GDOskMv+/tVniz35ZLYoZToAvCQCS2wxkBmhLzPECjte8vz/j9ugjyE66PP48WMcHR2B1EkmQ4YMQU9PT1s9MnDgQBITE3FycsLBwYGnT59y69YtmjdvztmzZ1m34g96VBhKVGQ0Ke9JiPxTUnwyW+fsplrBuvzyyy906tSJ27dvs3TpUs6fP0/FihXR/f92jMePH1OpUiWuXr2KgYEBSUlJTJ48GYDFixcDEBwcTNmyZfnzzz/R09NLc60xY8Zw5coVdu3ahSRJuLq6kjdvXvz9/bU36u86ePAghw4dYubMmZn+Ov7Tl64YAfjuu+84cuRIpm+OR44ciY6ODtOnT+fRo0dZutb7KJVKFAoFSqWSKlWqsH37dlQqVbp1726jATAyMsLR0ZHr169nSxz/NW8rt95+/+dmNWvW5JdffsHDwyNLDYlziyJFinDq1CnMzc2pXLkyN27cyOmQBEEQPkokRgRBEIRvioODAyEhIUDqp+qtW7fm6dOntG7dGkdHR+02mrfatm2Ln58fL6VnWGOX5jlTzDNxRYlE4nnOIw7GbmPinLFMnz4df39/NBoNDg4O2hGzb/9foVDQsGFDhg0bhrm5OcOHD2f//v1A6k3Dd0XbIiXDxyrNI6VwAiQ/jkm7eCY9IjlBhdFTCzav3crcuXNp164dCQkJLJ61DAu1Dcc3nmX+uCXULF+XB8EPMDIywt7eHm9vbywsLJAkiQ0bNqDRaOjSpQvz5s1Ll+j45Zdf8PX1Zd++fRgbG+Pu7s7r1685f/58hltkYmJi6NWrF8uWLcPExCQT72fGvkbFiLm5OS4uLhw+fDhT6/X19Zk/fz66urqfNLr3fQwMUpus6ujoUKxYMW1V07vebbz6lugz8nm8vb359ddfiYuLy+lQPqp79+40b96c9u3bZ5g4y+309fVZsmQJ48ePp169eul+LguCIOQ2IjEiCIIgfFPc3d25e/cux44dIyYmhoCAAAAqVqxIhw4d2LZtW5r1LVu25PDhw8Qo3mCOdUan1LLAihc8JVGKJ1FKIIInmGPFcx4BMipSi6tBl/D29qZ58+Y0atSIS5cu0blzZ2bOnMmjR4+IiIigSpUqXL58mW7duvHDDz/g7e3NvXv3AHgTGcXFA9cgE9vvgwmkDJWpjQfm/98CpKenR9jpZ9SuWQcrdQHy3i7ImIbTSb6u4MTK8+z45QDFostTIaEWJY3LQ4qMfv36AbBx40Zev35N/vz5mT59ujaR89aSJUtYvnw5hw4dwsLCggEDBnDu3DkOHz6MnZ1duvgARo8eTf369WnUqNHHX9AHfI2KEcjadpq368uXL8+JEyc4cOBAlq+XkTx58qBSqXj9+jUdOnTIcDtNRokR0Wfk85QtW5ZatWqxaNGinA4lU2bNmoWOjs4nT0fKDbp06cLRo0eZNm0affr0ydVjkwVB+G8TiRFBEAThm2JmZsZff/1Fjx49cHFxwc7ODktLSwIDA7G1teXhw4cYGxtz9+5dILVKAMC2UH5kGU9N1TKSmVIMJy5yjIscpShlUKNGiQ7FKc8N5VmMTI2oVKkSc+fOpU6dOmg0GrZu3YqPjw/nzp1jypQpODg4YGxsjJubG1OnTqVAgQJcu3aNkydP4rfCH5lc9uFA/k9NMvoYIpPJ0JWlbndRJanZuWAf+YOLE3NJzeO7T0mMS0JSASkyFJISUmQYYESeSGuKhFfg3sUHHDp0iJ49eyKXy7WJknf9+eefTJs2jUOHDmFra8vy5ctZtmwZS5cupWrVqhnGd/z4cXbt2sVvv/2WqdfzIVmtGJHJZJ+cGNmzZw8pKSmZvs6CBQtQqVT069cvW27sLCwsSEpK4tWrV7Rr145du3al6x3yz600ICpGsoO3tzezZ88mNjY2p0P5KIVCwaZNmzhy5Mg3sQXofZycnLhw4QKvX7+mevXq2oo/QRCE3EQmiZbRgiAIwr9UZGQky5YtY8mSJdgXtsf0WkGS47JWlv5Ius8rIikjq4ROaTUz1kzC3Nyc06dPM378eCRJYsyYMZQsWZLu3buTlJTEs2fP0NHRISUlhfz586NQKHjy5AlqtRpd9CiKE3ay1GqAcOkhIdxGQwpFKI2drAhh0j1CuI2KZJToIENGDZqikCkzXA+pU3YKUoxnhKFGhYustvZxe2Vx7nCNZCkRPT09AgICuHr1KtOnTychIYHWrVuzdetWDh8+jJOTE6dPn6ZWrVr079+fefPmZfi+xMfHU65cOX777Tc8PDw+46v09/nMzc1JSEhIV8mSkeDgYBo2bEhwcHCWr1WuXDkWL15M9erVM33M8OHD2bZtGz169GDChAlZvua7GjVqRGBgIB07dmTWrFnUrFmTkSNH0rx58zQxrl27FmdnZ+1jKpWKvHnz8uzZs8/atvRf5+npSYUKFRg9enROh5Ip9+/fp0aNGmzcuJF69erldDifTJIk5s+fz/Tp01mxYkWa73dBEIScJipGBEEQhH+dixcv0q1bN4oXL86DBw/YvXs3a9etJc7yJZI8a1UGKlQoUWJkbMSlx2do2LAhU6ZMYcSIERw/fpyAgACmT5+OhYUFhQoVYsiQIQwdOpTq1aszcuRIFAoFhoaGqNVq8uXLRwVqcJ8bJEoJxEpRhHKXKtTHFXceEEiSlEghmSO1ZR7oY4grDagt80AhU753/Vv/nLLz1l31dUrJK2KsMEFXVxcdHR3mzJnDxYsXWbRoEYsWLWL16tU4OTkRHh5OgwYNqFmzJj4+Pu99XyZMmICrq2u2JEUADA0N0dfX5/Xr15la/6lbaSDr22kAJk6cSHx8PHPmzPnsT7wLFixIQkKCtrHmP7fTSJKU4VYaHR0dypcvz6X3jPgVMmfixIn89ttvxMTE5HQomVKsWDH+/PNPOnbsyP3793M6nE8mk8kYPHgwO3fuZMCAAYwePRq1Wp3TYQmCIAAiMSIIgiD8SyQnJ7Nhwwbc3Nxo27YtZcqU4f79+6xYsYJLly7h6upKs/7uuDZxQZJnvlhSjgyZEuYen0artq2oXLmyduTtH3/8gbm5Oa1bt+bgwYNA6nYHExMTatSogb29PZGRkTx58gRHR0eOHz+Omb4FppgTzWteEUkCcZzhAGc5iBo18bz/Zu2f61WoOI8/x6RdJBKfbsrOW7bYY662xlZVFA8PD44ePUpISAhFixalVatWGBgYYGRkRGJiIpUqVSJfvnwcOHDgvZUbZ8+eZePGjR9MnHyKrPQZ+ZzEiIeHB7t3787SMaampsyaNQsTExMGDhzI5xTcFi1alMTERG0SqG3btuzZs4eEhAQAXrx4gY6ODnnz5k13rNhO8/lKly6Nu7s78+fPz+lQMq1u3bpMmTKF5s2b8+bNm5wO57NUrVqVS5cucfnyZRo0aMCzZ89yOiRBEASRGBEEQRC+beHh4Xh7e1O4cGFWrVrF6NGjCQ4OZuTIkahUKjw8PFi4cCFHjx7lx59+5KHxLZT5JfSN9D56bpkC9GQGGBTQoZizA3PmzOHs2bPcvn2bVq1acfPmTRwdHblx44b2k8+3yQRJkpg0aRL29vbMnj2bFy9e8OjRI/Ja5OH/KwAJGwpTS9acWrLm1KDpRyblpF1vRj6KUJraeKCL/nuPNcUcJLChEE3cmyBJEs2bN0dHR4edO3fy+PFjKleuTL169YiJieHixYva0b//lJiYyA8//MC8efOwtLT86HuYFVnpM/I5iREXFxdiYmK4c+dOlo7r2rUrNjY2XL58OcuJlXcVL15c22MEIH/+/FSsWJF9+/YBGTdefUs0YM0eEydOZO7cuURHR+d0KJnWp08fGjRogKen5zdfaZEvXz727dtHnTp1cHFx4cSJEzkdkiAI/3EiMSIIgiB8cyRJ4tSpU3Ts2JEyZcoQGRmJv78//v7+tGzZEoVCwfbt26lQoQLly5fn3LlzODk5MXbsWEJCQ9h+dz3DVw2gcNkCpJCC9I8RMZJCQ4oshWfKMPr96kVI2AP++usvZDIZefLkQUdHhxMnTjBz5kxWrlzJ6dOnWbRoEZGRkdpKgrCwMHR0dMiXLx86OjrEx8ezfft2HNwKEMVrTDHD/P9TcJKkBFRSMuc4/MGKkX+uf0UEICGTyZBn4le6hITypSGOjo5s27aNcePGUatWLSpUqECXLl24cOECJ06cIF++fO89x5QpUyhdujRt27bN3BcrC75WxYhcLsfDwyPL22nkcjkLFy4kOTmZQYMGER8f/0nXL1OmDGq1WpsYgbTbaT6UGBEVI9mjRIkSNGrU6L09dHKr33//nZSUFEaOHJnToXw2hULBpEmTWLVqFe3bt2fWrFmfVYklCILwOUTzVUEQBOGbkZCQwKZNm5g/fz4xMTEMGDAALy+vNFsO3rx5w+DBgzlz5gzr1q3TTlRZsGAB8+fP5/Tp01hYWGjXOxevRJ54SxxsivEy8iX5C1oTFvOAW5FXiHwZycyZMzl79ix+fn4YGBjQu3dvXrx4wc2bNwkLC0OSJCZPnkyBAgVo1aoVtra2uLm5ERkZSWxsLHK5HC8vLxYvXkxUVBRPnjwhKTYZBUqKUBoJifvcRE0yxShLYVlxbkkXMCMfDwjUJlCieM0bXmBPCe5zAxXJAChQIkeOPoY4Ug4NKdzjOipU2OHAayKxJD8veEYlWR1cPZxZcGwWDg4OvHr1isjISEqUKMHVq1fJnz+/NjGxfPlypkyZgkqlYtiwYYwaNYpLly7RoEEDLCwsiIqKonPnzvz+++/Z9vUdOXIk5ubmmWqK+fTpUypWrJilEb/v2r9/P1OnTuXUqVNZPrZnz54EBATQpk0bpk+fnuXjY2NjMTExwcbGRlsh8+LFC4oWLUp4eDjz5s3j9evXzJo1K92xGo0GCwsLgoKCsLb+8Php4cPu3r1L9erVuXfvXobblnKr169f4+rqyqhRo+jRo0dOh5MtHj16RPv27bGysmLt2rXf1NdDEIR/B1ExIgiCIOR6YWFhjBkzhsKFC7N161amTZvGnTt3GDp0aJp/QPv7+1O+fHmMjY25evWqNimyfft2fv75Z/bv358mKQKQx9aYp0YhVP6hNAWamjFoUQ9CEu5gYGRA2bJlmThxIkuXLqVUqVL89NNPTJkyhVmzZvHkyRMWLFhAaGgoXl5eNGjQgKioKKZMmcKpU6e4d+8eefLk4dixY3h5eXHu3Dl27tyJqakpbUp2pRJ1COYWeTCnLK7kwYLCsuJpYqsha4oCJSEEkRcLqlAPO5kDtWUeNJC1JS+WlKcatWUeuMoaYEwe7nAVZ2pSncZE8JjilKcQxYkjhmQpiRP+AdqKmtDQUOrUqcPVq1dp0qQJt27dAlK3y6xZs4YzZ85w//59Zs+ezcuXL+natSuSJLFjxw5CQkI4cuQIhw4dyravc1YqRj51XO9bdevW5datWzx//jzLx86YMYOIiAgWLVqU5e04AMbGxsjl8jSNZi0tLXFzc2PPnj0frBiRy+VUqlRJbKfJBsWLF6dp06bZ3ivnSzMzM8PX15exY8f+a7agFCxYkOPHj2Nvb4+LiwtXrlzJ6ZAEQfiPEYkRQRAEIVeSJImjR4/SunVrnJ2dSUhI4NSpU/j5+dG0aVPk8r9/hSUkJDB06FC6devG0qVLWbRoEUZGRgAEBATQp08ffH19M7zZDA0NJTIykufPn6NUKildujTh4eG0bNmSMmXKkJiYyKJFi9iyZQtz5swhICAAY2NjVq9eTZ8+fXj58qX2XHK5nA4dOhAYGEiZMmU4fPgwnTp1Ijg4mOPHj7N582aaN2/O6MVDMTXMixV2vOTjN+aW2GAnc0BHlnHfj7eieEkSCZzHn1PsI4lE4ohGLpP/v2rkKXpmSooUKYKDgwPh4eEcOHCAggUL4ufnh7l5ao8SfX191q9fz4YNG/D09OT169dMmzYNQ0NDqlatStmyZTE2NubKlSs0aNAgU1/PzHi3guJj5HL5Z5Xd6+np0bBhQ/bs2ZPlY62srPD29sba2vqTG7Hq6+uTlJSESvX3+Oi322k+lBgB0WckO02YMIH58+d/cw1NS5QowR9//EGHDh0+e0pSbqGrq4uPjw8///wzjRo1YsWKFWJrjSAIX41IjAiCIAi5SlxcHEuXLqVcuXIMGDAAd3d3QkNDmTt3Lo6OjunWX7x4kYoVK/Ls2TOuX79O48aNtc/dvn2bNm3a8Mcff1CxYsV0xz558oSYmBi+//57zp49i1KpRKFQ4OzsTIkSJTh8+DCNGzdm2rRpWFpasmrVKjp27EhERAS1atWiXbt2DBo0KN15dXV16dy5M6VLl6ZUqVK4uroyYsQI7baT8nXKUP2HCv/vbZL+H/5JJKT5cx7MM/0b24x8aZq5WmEHgBV2RBKOQQEd2rVrR1JSEi4uLhgZGTFp0qQ053jw4AG1a9cmX758+Pj4YG1tzdq1a+nfv3+aG5Vz585x8eLFzAWWCba2tl+lx8hbnzK2963+/fsjl8u5d+8eW7duzfLxpqam6OnppakaadWqFf7+/ty/f58iRYq891jRZyT7FCtWDA8Pj2zdEva1uLu7M3bsWJo3b/5NNZH9mPbt23PixAnmzp3LDz/88Mm9fARBELJCJEYEQRCEXCE4OJgff/yRQoUKsW/fPubOncutW7fo168fxsbG6darVComT55M06ZN8fb2ZtOmTdqKB0idVtOkSRNmzZpFo0aNMrxmQEAA1atX54cffuDChQsoFAog9RP558+fY25uTufOnVGpVMycOZOmTZvSpUsXvv/+e1JSUpgxYwaXLl3ir7/+Snfuhg0bEhYWhqurK+fPn+f+/fuoVCo2btzIqlWrmPPnLyTkfUN+g4IoUJBEApIkESO94TWR2vPIZDKUOgqi5a9R6io/+B7mwZwY3hArRZMipXCZE/9v0AoW5Cda9org13do27YttWrVIj4+nmbNmqWpvgG4fPkyBQsWpFu3bly6dInw8HBGjhxJs2bNuHr1Kjdu3CAxMZGRI0fy+PHjD8aUFVmtGPncxEjTpk05duwYcXFxWT5WR0eH+fPnk5yczLBhw4iJeX/T3IxYWFigUCjSNGA1MzOjRo0aPHr0iMKFC7/32LcVI+LT9Owxfvx4Fi5cmCZJ9a0YOHAgNWrU0P5M+rcoWbIk586dIyUlBTc3N+7evZvTIQmC8C8nEiOCIAhCjtFoNOzfv59mzZrh5uaGjo4Oly5dYufOndSvX187+vafgoKCqF69OqdPn+bKlSt4enqmeT46OpqmTZvSq1cvunXr9t7rBwQEULNmTZydndHT09PelFeuXJkLFy7g6enJsWPHaNu2Lb/++isxMTHahqRvt5asWbOGgQMHEhkZmebcpqam+Pn5MXLkSKpVq8bAgQO5efMmDg4O9OjRA5VKxS+//kKZzoV5LnuEiTIvFzjCQ4KwxJYUUpAr5eR3sKLTuDb0W9aZWPmbD76fujJ9SuHCdU5zCj/yYkk+mS0AcpmcAqb2GBjpM2PGDC5fvsyZM2cyHMvboEEDZDIZ+fPn55dffsHAwABnZ2fy5cvHmjVraNu2LQ4ODri5udGqVasPxpQVb3uMZOaGPzsSI2ZmZlSqVInDhw9/0vH169enWrVqWFlZMXny5Cwdmz9/foB0N+MNGjRAR0cHPb33j5O2tbVFT0/vX7OFIqcVKVKEli1b8ttvv+V0KFkmk8mYP38+sbGxjB07NqfDyVZGRkasW7eOAQMGUL16dbZt25bTIQmC8G8mCYIgCMJXFhUVJfn4+EjFixeXypcvL61YsUKKi4v76HEpKSnSvHnzJAsLC2nRokWSRqNJtyYpKUlq0KCB1Ldv3wyff1eFChWkM2fOSJIkSY0bN5bKlSsnSZIkPXjwQLK1tZXu378vWVlZSY8fP5Z0dXWln376SZIkSQoPD5dsbGykQ4cOSZIkSSNHjpTatGnz0esFBgZK1tbW0ty5c6UmTZpI5ubmklwul5YsWSLVqV1Hym9sJ5WzqyjNHbdAqlm2jpQvr5U0b948KTExUZo2bZpkrSwg1ZW1lBrI2mb5f00MPSWvNj2kFi1aSHK5XNq+fftH3+/bt29LFhYWUkhIyEfXZhcTExPp9evXH10XFRUlmZiYfPb15s6dK/3www+ffHxISIhkZmYmWVhYSDdu3Mj0cV5eXpKBgYG0Z8+eNI/7+vpKCoVCevXq1QePb9mypbRp06ZPillILyQkRDI3N5devHiR06F8khcvXkhFihSR1q5dm9OhfBEXL16UHBwcpGHDhknJyck5HY4gCP9ComJEEARB+GqCgoIYOHAg9vb2BAQEsGLFCq5cuUKPHj0wNDT84LGPHj2iYcOGbNiwgTNnztCvX790FSWSJGnPtWDBgvdWnABERUVx//59be+R0qVLc/fuXWJiYrC3tyc5ORl9fX3s7e0JDAyke/fuLFiwgDdv3mBjY8Mff/xBly5dCA8PZ/Lkydy+fZtNmza993phYWE0atSIWbNmMXjwYFxcXJAkCX19fSZPnszxE8eZuXAGZsVMKN+gDFUauuDVqxu//PILNjY2XLhwgbFzRvBMCgN5FrdQyCUu6xzn6MXD7N69G29v749WeqSkpNC9e3cmT56Mvb191q73GWxtbTO1nSY7KkYgtc/Inj17Pnkbgr29PUOGDKFQoULperB8iIODA2q1Ol3FSEREBLa2tuzcufODx4s+I9nL3t6eNm3aMGfOnJwO5ZNYWFjg6+vL8OHDOX36dE6Hk+1cXFy4ePEi9+7do06dOtm6hU8QBAHEVhpBEAThC0tJSWH37t24u7tTp04dzMzMuHHjBlu2bKFmzZofTF5AarLjjz/+wMXFhbp16xIQEJBhE1aAsWPHcv/+ff78809tv5D3OXPmDJUqVdJuJdHT08PBwYEtW7Ygk8nSbKfZtGkTP//8s/YaAPXq1WPAgAF4enqiVCpZu3YtQ4cOzbB5aGRkJO7u7vz444906tSJnj17akcHV6xYEYVCgUKhYM2aNTx//hwjIyPy5cvHxo0b0dfXx9LSElNTU8aNG4eBMzxNCUMtqT/63gNIMg1WJc05c+k0z549o0WLFkycOPGjxy1YsAClUkm/fv0ydZ3sktmRvZ87rvcte3t7bGxsOHPmzCefY+TIkbx8+ZLnz5+zfv36TB1TsmRJUlJS0vQYAQgJCaFKlSps3rz5g8eLyTTZb9y4cSxdupQXL17kdCifpHTp0tqtbmFhYTkdTrYzNzdn165dNG/enMqVK2frqHBBEASRGBEEQRC+iFevXjF79mwcHR2ZNm0aXbt2JTQ0lKlTp2JnZ5epc7x48YL27dvz888/c+DAAcaNG4dSmXED0oULF7J9+3Z8fX0/Wn0CcPLkSWrUqKH9s1qtpnLlyqxZswZIvfE8f/487du3Z+fOnRgYGDB48GBWrlypHdE7duxYDA0NGT9+PJUqVaJ379706dMnTdVAdHQ0jRs3pl27dvTq1YuWLVsSHh5O27Ztefz4MaVKlWLo0KF07dqVjh07cu/ePTw9PZk+fToajYbAwEAuX77Mnj17SExMxK6AHbdllwiW3cTYzAiF8n2/yiU0aHip85Sxm4fgWrUKRYoUYfv27R99b4KDg5k6dSorV65M15j1S8tKxUhmqzM+5nOm0wAYGBjw+++/o1arGTVqVKZGvxYvXhyNRkNERESaxx88eEDDhg05c+bMB2/QK1WqxOXLl1GrM5cgEz6ucOHCtG/fntmzZ+d0KJ+sadOmDB8+HA8PD2JjY3M6nGwnl8sZPXo0GzdupFu3bkydOjVbEqSCIAgiMSIIgiBkq+vXr9OrVy+KFi3KtWvX2LRpE+fPn6dLly4fbCj5T3v37qV8+fIUKlSIS5cu4ezs/N61O3bsYPr06ezbtw9LS8tMnf9t49W31Go1Tk5O3Lt3j3v37mkTI3Z2djg5OXHw4EG8vb1RKpUMHz4cSP1H+vr169m4cSN79uxhwoQJhIWFsW7dOgASExNp0aIFVapUYciQIdSvXx9LS0s6d+7MuHHj6N27N8uWLSMgIIB69ephYWEBpI77VSgUREZGEhkZyebNm4mOjqZkyZLs2bMHjaShkIUD8bHxaDTvSw7IkCHDXJWf/tVHoE5O4cKFCx+t0NFoNPTq1YsxY8a8tzLnS8psxUh2baWBvxMjn5NoadWqFQ4ODhQpUoTx48d/dL2trS0ymSzdloCQkBBKlSpFo0aNPpjEyps3L3Z2dty+ffuTYxbSGzt2LMuXL0/XTPlbMmzYMCpWrEjXrl3/tUmDunXrcvHiRQ4dOsR3332nTVYLgiB8KpEYEQRBED6bWq1m27Zt1K5dmyZNmlCoUCGCgoJYv349VapUydK5YmNj6d27NwMGDGDDhg3MmTMHfX39964/ffo0ffr0wdfXlyJFimTqGklJSVy6dAk3N7c0r0FPT4/vv/+etWvXUrlyZS5evIhGo9FupzEyMmLMmDH88ccfPH/+HIB8+fKxadMmevToQXh4OGvXrmXEiBE8fPgQT09PrK2tGT58ODVq1KB27dqYmZnx008/UbRoUebOnYtGo+HIkSMsW7aMiRMnoq+vz+nTpwkODsbQ0JBSpUrRp08fPDw8ePz4MZIkUVGnJqZxFmhUEtJ7EyOpqRG5pEARrUfbIt3Q1Uk/geafli1bRlxcHEOHDs3Ue5ndvnaPEYCKFSuSkJBAUFDQJ59DJpMxb948goKC2LJlC5cvX/7gektLSyRJ4smTJ2keDwkJwcHBgQ4dOnx0O43oM5L9ChYsiKenJ7/++mtOh/LJZDIZixcvJjIyEm9v75wO54uxtbXlyJEjlC1blooVK3Lu3LmcDkkQhG+YSIwIgiAInywyMpLp06fj4OCAj48PAwYM4OHDh0yYMAFra+ssny8gIIDy5cujVqu5fv06derU+eD6oKAgWrduzbp163Bxccn0dS5dukSJEiUwNTXVPqZWq1EqlXh5ebF27VrMzc0xMzPj3r17tGnThr179xIfH8/IkSMxNDRk0KBB2mOrVavGyJEjad++PaVKlWLgwIFUr16dxMREfvrpJ2rVqkXXrl05c+YMd+7cwc7OjunTpxMbG8sPP/xAXFwcrVq14vLlyyQmJmJkZIS5uTnVq1fH1NQUHR0d9uzZw5s3byhnXAVLmQ2qxMxvoVCgJPzOc2Z3X/TBdWFhYYwfP55Vq1Z9tEfLl5ITFSMymQwPD4/P2k4DqT0eunbtSqlSpejfv/8H45PL5ejo6KR5rfHx8bx+/RpbW1uaNm3KpUuXtAm4jIg+I1/GmDFjWLFixQff+9xOT0+Pv/76iz/++IM///wzp8P5YpRKJbNmzcLHx4fmzZuzYMGCbNtiJwjCf4tIjAiCIAhZdvHiRbp160bx4sUJCQlh9+7dnDx5kvbt26Ojo5Pl8yUlJTF69GjatWvHb7/9xqpVq9IkLTLy9OlTmjRpwi+//ELjxo2zdL2AgIA0/UXg78RI2bJlsba25siRI9rtNFZWVri6urJnzx50dXWZMmUKO3bsSPNp/48//oitrS3Dhw/nzZs3REVF4ejoyHfffUffvn1ZtGgRDRo0YPDgwcTHx5OYmEipUqW0DQSnT59O0aJFAbQNYaOjo3n27Bnz589HrVajQIFlnB0aVdYTAkkJyQRsP8fz0Iy3CEiSRO/evRk2bBhlypTJ8vmzS05UjAB4eHiwe/fuzz6Pt7c3d+7cISEhgZUrV35wrZGRUZrmqw8fPqRw4cLI5XIMDAz47rvv2LZt23uPFxUjX0aBAgX4/vvvmTVrVk6H8lmsrKzYtWsXgwcP/td/n7Rs2ZIzZ86wcuVKOnXq9K/sryIIwpclEiOCIAhCpiQnJ7Nhwwbc3Nxo27YtZcqU4f79+6xYseKD/T8+5vr161SpUoWgoCCuXbtGixYtPnpMdHQ0TZs2pUePHnh5eWX5mv9svAp/J0YAvLy8WL16tXYyDaDdTgMwcOBATE1N6du3r/Z4mUzG6tWr+eOPP9i2bRsjRoxg4cKFNGnShAULFrBy5UomTpzIuHHjkCSJ33//na1bt2JsbEyzZs2IjIxk7969aDQaXrx4wa1btzh79iyOjo7anib9Ww9F7wPbij5Go5HYtXBfhs+tXbuWiIgIRo4c+dE+JF9SVqbSANn26XCdOnUIDAz87CqBvHnzMmPGDADGjx//wQaqZmZmxMTEaP/8dhvNWx/bTlOhQgWCgoJITEz8rJiF9MaMGcPq1at59uxZTofyWcqVK8fKlStp3bp1um1b/zZFixbl9OnTGBsbU7lyZQIDA3M6JEEQviEiMSIIgiB8UHh4ON7e3hQuXJhVq1YxevRogoODGTlypLZZ6KdISUlh5syZ1K9fn2HDhrFjxw6srKw+elxycjJt27alSpUqjBs3LsvX1Wg0nDp16oOJkY4dO+Ln50epUqW0n7S2atUKf39/oqKiUCgUzJ49m3379vHw4UPtObZu3YqhoSEvXrxg8eLFFCtWjO3bt3PmzBlcXV1p3bo1165d036CW7lyZcLCwihYsCAAefLkQalUEhQURJMmTbC2tub58+dERUVRrlw53lxLQJWoyvJr1r7GZDV7lx5GlZz2HOHh4YwcOZJVq1Z9UsVPdrKxsSE8PDxTCY/sGtkLqVsPGjVqhK+v72efy8vLCz09PSpUqMDo0aPfu87a2jpNUuPBgwdp+uQ0atSImzdvvveG1sDAgJIlS3L16tXPjllIy9bWlq5duzJz5sycDuWzeXh4MHDgQFq0aEF8fHxOh/NFGRgYsHz5ckaNGkXt2rXZuHFjTockCMI3QiRGBEEQhHQkSeLUqVN4enpSpkwZIiMj8ff3x9/fn5YtW352/4ng4GBq167N/v37uXjxIl5eXpmqUpAkiV69eqGvr8/ChQs/qbIhMDAQc3NzbGxs0jz+bmLEwsICd3d3goODuXHjBomJiejp6FO7dh1tHwovLy/y5ctHz549Adi2bRuTJ0+mcePGGBkZ8fr1a9zc3ChVqhQTJkzQJll+++03+vfvj0Kh4PLly5iammJkZATAtWvX0Gg0rFy5kidPnpCQkMCbN29QKpXs3LGLpyER3JYuc0Ly5aS0lwgpXPu+ZPR4uPSQW9LfPSguSseIVD3leegLVq9eTbFixbCzs6Np06b07duXP/74QzvVx9LSkhIlSmT5/f1cJiYmKBQKoqOjP7o2u7fTfO7Y3rfkcjnz58/n+vXr7N27lzNnzmS4zt7eHrVarU0C/bNiRE9PDw8PD7Zu3frea4ntNF/OqFGjWLduXaYqmHK7UaNGUapUKX744Yf/RA8OLy8v/P39mTRpEv379ycpKSmnQxIEIZcTiRFBEARBKyEhgdWrV+Pi4oKXlxdubm6EhISwaNEiSpcu/dnnlySJZcuW4erqSps2bfD396dw4cKZPn78+PHcuXOHTZs2aZMYWfXPMb1vvZsYAfBs05Gts31xVbnjYdSFVmZeJOzVZX2fXWyZvZuY17EsWLCAo0ePsmrVKvr370+FChUICAhAo9FQvnx5oqOjSUpKYsuWLQwbNgylUkm/fv201zh69CgODg4sWLAAa2trWrRogZmZGevXr8fCwkJbTaCvr09yfDIJOjG85Bk1aEoFqvOS1Bu2GN5k+HhG5HI5Vy9dZc6cOVy8eBFvb29u3bpFz549mT17tnbrx4sXL7hz584nvcefKyt9RrLzJq9p06YcP36cuLi4zz6Xq6srjRs3xsXFhf79+6NWp2+W+3Yc8ttP8f+ZGIGPb6cRDVi/HBsbG7p168Yvv/yS06F8NplMxvLlywkNDWXq1Kk5Hc5XUa5cOS5cuEBERAQ1atRIU90nCILwTyIxIgiCIBAWFsaYMWMoXLgwW7duZdq0ady5c4ehQ4eSN2/ebLnGs2fPaN68OUuWLOH48eMMGzYMuTzzv4YWL17M1q1b8fX1xdDQ8JPjyKjxKvydGElKSGKW1wJWdd+G7mMTFGodJAlS1CkgAUly1npvpmOBPoT4PSe/VX769OlDwYIFtU03N2/eTOnSpdmzZw+urq7MnDmTmTNnMmLEiDRbVY4ePYq9vT0DBw7k+fPnLFu2jBcvXmBgYEDevHlJSEjAwsKCUqVKcfHKRfRSDJGQuM9NEomnBKm9XQwxzvDxjEhIXLx2npCQEIoXL06/fv3Q09PLVTcNOTGZBlL7g1SpUoWDBw9my/l++eUXzp49i66uLosXL073/NuKnJcvXwKpiZF/jpxu0KAB9+7dIzQ0NMNriIqRL2vUqFGsX7/+X9GfQ19fn507d7JixYoPNvX9N8mTJw9bt26lU6dOuLq6snfv3pwOSRCEXEokRgRBEP6jJEni6NGjtG7dGmdnZxISEjh16hR+fn40bdo0S0mLj9m2bRsVKlTA2dmZs2fPZnnqya5du5g6dSr79u0jX758nxXLyZMn31sxkpKkYXC1cRzfeprkRBVyMt4ylJyQTHKiiiMbT1I40glJnZpccnBwYMCAAXTq1AkzMzNOnDjBjh07sLOzIy4uLs2kBJVKxenTp7G3t9c+tmLFCgDi4uK4d+8e+vr6lChRgqCgIIb9NBQpBarSkLxY8pxHXOEkAEqZToaP/1MSCaiT1RiYGNC1a1fq1q3LTz/9xOPHj6lSpcqnvqXZLqcm00D2baeB1B4iY8eO1U4y+mcjz7dJkEePHiFJEg8ePEhXMaKjo0OrVq3YsmVLhtcoXbo0T5484c2bN9kSs5CWtbU13bt35+eff87pULJF/vz52bVrF/369ePy5cs5Hc5XIZPJGDZsGNu3b6dv376MHz+elJSUnA5LEIRcRiRGBEEQ/mPi4uJYunQp5cqVY8CAAbi7uxMaGsrcuXO1pf3Z5c2bN3Tp0oWxY8eyc+dOpk6dqh1Fm1lnzpyhZ8+e7N69WzvO9lOFhYWRkJCQ4etUJavxnXqUR0FPSE7IXINTVZIaA40RzrIapKg1REZGsm/fPo4cOcLvv/9OtWrV+PXXX+nZsydDhgxh9uzZBAUFAXDhwgWKFi2KgYEBSUlJTJo0ifPnz6fZHlKoUCEAEhMTcXJyIiZfBLdkF7AgP0UoQxQvkSSJl9JzbnI+3eNKdEgkdZtGpBROAnEUKlWAps2bsG3bNi5evMiwYcOoUKFCmm0zFhYWhISEoFKpcuSGO6cqRiC1UeXevXsz3PryKQYNGsTLly+pVasWI0aMSPNc/vz5kclk3Lt3j1evXiGXyzEzM0t3jg9tp1EqlTg7O3Px4sVsiVdIb+TIkWzcuJFHjx7ldCjZwtnZmSVLltCyZct/Rf+UzKpevTqXLl3i7NmzNGzY8LMnUAmC8O8iEiOCIAj/EcHBwfz4448UKlSIffv2MXfuXG7dukW/fv0wNjbO9usdPnyYcuXKkSdPHq5cuYKbm1uWz3Hnzh1atWrFunXrqFSpUpaOnTRpEoaGhuTLl49ChQqxZs0a7TaafzZtXbNmDdfOXudFyCtUSVm7IZajII/MHP03JrRr144jR47g5OSkfb5SpUqkpKQQGhpKlSpVqFevHkePHmXatGkkJiayYMEC5s6dy+TJk5HJZNpKnfLlyxMXF8ejR4/Q09NLjXP3CnTl+gSwl4scoxjlkMlkmGOFDrrpHrfAGg0aLkpHeUUE5op81PWsjp2dHSqViri4OFxcXBg0aBDly5fXxjxr1iyqV69O/vz5uXHjRpbej+yQkxUjhQsXxs7O7r0NU7NKR0cHHx8frly5wrFjxzh+/Lj2ufz58yNJEiEhIRluo3mrTp06PHr0iPv372f4vOgz8mVZWVnRq1evf03VCECbNm3o1asXrVq1+k+Ne7aysuLAgQNUr14dFxcXAgICcjokQRByCZEYEQRB+BfTaDTs37+fZs2a4ebmho6ODpcuXWLnzp3Ur1//k6a6fEx8fDyDBw/mhx9+YMWKFSxYsEA7dSUrnj17RpMmTZgxYwZNmjT5pFgGDx5MZGQkp06dYsSIERw6dCjDbTSSJEGsIstJkbdkkpwSeuXZuGFjmvc0Li6OYcOGUadOHQ4ePMjx48d5+vQp3bp148aNGzRs2JAjR47g6uqKsbEx7u7uqNVqzMzMOH78OI8ePaJNmzbEx8ezbds2yriW5Ltyragta04tWTMKyYqlXl8mo4ysMrVlHmkeV8iUVJbVpZKsLiVkFahv1YI+I3sybNgwunXrxrNnzwgPD+enn35K83q6d+9OeHg4L1++zPD9+tJysmIEsnc7DYC7uzvly5enZs2aDBgwAJUqtSLJwMAAmUxGcHBwhtto3lIqlbRp0+a922lEn5Evb8SIEWzevJmwsLCcDiXbjB8/Hnt7e3r27PmfmFTzlkKhYMqUKSxfvpw2bdowZ86c/9TrFwQhYyIxIgiC8C8UHR3NvHnzKFWqFKNHj6ZVq1aEhoYyc+bMND0tstuFCxeoWLEiL1++5Pr16zRs2PCTzhMTE0PTpk3x8vKie/funx1XwYIFsbOz4+TJkxk2Xg2//ww+8/7aQG7Ek6BnDB48mG7duuHk5ES+fPk4duwYtra2DB8+HLVaTYcOHYiPj+fVq1dMmTKFo0ePcuXKFX799VcOHjyIXC5n27Zt5MmTh19++YVDhw5RqFAhIiIiCAwM5OSb/aAky/+Q1zPUY5rvaA4cOMDJkyeZMWPG573gLyizFSMymeyLJkay82bpt99+48CBA1haWuLj46N9XE9Pj7CwsAwn0rzrQ9tpRMXIl2dpaUnv3r1z9d+brJLJZKxatYo7d+4wc+bMnA7nq2vSpAnnz59n8+bNtGnThqioqJwOSRCEHCQSI4IgCP8iQUFBDBw4EHt7ewICAlixYgVXrlyhR48enzXJ5WNUKhWTJk2iWbNmTJkyhQ0bNmTYKyGz52rXrh2VKlViwoQJ2RJfYGAgYWFhPH/+nBUrVmBtbU2RIkW000eCzt9DI0nclM5xTNrFNemM9qb4qRRKgORHgORHuPRQe86L0jGeS4+5Jp3mknSc5MRk7JQOLF++nH379hEREUH58uWZMGECK1asYNy4cTRr1owDBw7QqVMnAJ48ecLo0aNp1qyZ9rVWrlyZevXqsXjxYlasWMHBgwcpW7YsK1eupHbt2rTq2IJLHEctUyFXZK7iR99In2m+o7EuZknfvn1Zvnz5J1XxfC1ZqRj5Ep/0Ojs7k5SUxO3bt7PtnG8b8xobG/PLL7/w+PFjJEnC0MyMp3GxBIWFYf+BxEiNGjWIjIzU9qj557kTExMzlUwSPt3w4cPZunVrrprg9LkMDQ3ZuXMnCxYsyNYqqW9F4cKFOXnyJLa2tlSqVImrV6/mdEiCIOQQkRgRBEH4xqWkpLB7927c3d2pU6cOZmZm3Lhxgy1btlCzZs0vsl3mXUFBQVSrVo1z585x5coV2rdv/8nnkiSJXr16oaOjw6JFiz479gULFmBtbU2ZMmVo0qQJJUuW5MWLFzx+/JgNGzYwfvx4AGJexxHJE6woQA2aEsULYnhDnBTNfW7gQm0qUYdgbhEr/f2pYjA3scWe8lRDhoyqVauSmJjI/Pnz8fPz49y5c3h6emrXOzk54ejoyMGDB7G2tqZWrVrahNWLFy/Q19enQ4cObNy4kRkzZnD48GGsra158eIFy5YtY86cOcyfP58knXjK9rTHrbkLGlLQyNJXTejoKdHR08HFvRzzz86gQl0nRowYQZMmTahfv/5nva9f2tuKkY8lPb7UVhqZTIaHh0e23yiOHj06dQuVhwcdZ8/CdcUS8owYirpjO04UK8w8TRI/HdzH7ciIdMcqFAratWuXYdWITCajcuXKomrkC7OwsKBv375Mnz49p0PJVnZ2duzYsYOePXty/fr1nA7nq9PT02PBggVMmTIFd3d3Vq1aldMhCYKQA0RiRBAE4Rv16tUrZs+ejaOjI9OmTaNr166EhoYydepU7Ozsvvj1NRoNPj4+1KhRgx49euDn54etre1nnXPChAncvn2bTZs2oVQqPzvGgQMH8vz5cx48eMCePXtwcnJi+PDheHt7M2TIECIiUm9AJY0GE8ywktmhlOlgiAlqVLwkAktsMZAZoS8zxAo7XvL3JANb7Mkns0Up0wEgPOoRcrmcTp06UatWLXR1ddONaG3YsCFPnjxBX1+fly9f0qFDB7Zv345SqaROnTqEhoby448/sn//fvLkycN3333HmzdvqFixIkOHDkUul1OyZElatG9OuynfEVboJmHyOyTIY0lRqDA2N6RAcRvaDGvG2nvz+eXABOzLFOTw4cPs37+fWbNmffb7+qWZmJggk8mIiYn54LovlRiB7O8zAqCrr0/1CWM461SCJwVteZEQDwoFMl1dJIUCtSSx+85t2m79k2Z/rudJdHSa499up8koYST6jHwdP/30E9u3byckJCSnQ8lWlStXZv78+bRo0UL7c/G/pmPHjpw4cYLZs2fTo0cPEhISMlyXpFazMyiQNls2UmPVMqqsWEzdtSsZeWg/QS8iv3LUgiBkF5EYEQRB+MZcv36dXr16UbRoUa5du8amTZs4f/48Xbp00U4v+dLCwsJwd3dn8+bNnD17lr59+352dceSJUvYvHkzvr6+2b7Nw8HBAR2d1OTFwIEDqVSpEosWLdI+b2BqiAGZvebfN6WmmKd5xsBEn++//x5JkpDL5dy6dYsqVaqkPVqSUKvV3L59m7Jly7J48WJkMhkDBgwgLi6O1atX4+vrS0pKCpUrV6ZMmTJMnDiREydOoNFo+PPPP7lz5w6urq6EhISgY6gk0ugxerWTuWl2mr8iVrM6aB49ZnxPvgIWAMTGxtKrVy+WLl1Knjx5PuEd/Poy02fkSyZGateuzZ07d7JtnGmSWk3XHdu4mpwESiX8//vxn1IkiQS1mjsvImn253ruvnyhfc7NzY3Y2Fhu3ryZ7jjRZ+TrMDc3Z8CAAUybNi2nQ8l2np6edO7cmdatW5OUlJTT4eSIUqVKcf78eRISEqhatWqaSVCJahU/Bxyn0vLFTDh6mCvPnhIeG8OL+HhCo96wIyiQ1ls20nTjOk6GPcy5FyEIwicRiRFBEIRvgFqtZtu2bdSuXZsmTZpQqFAhgoKCWL9+fbob7y9JkiTWr19PpUqVaNCgASdOnKBYsWKffd5du3YxefJk9u/fj5WVVTZEmlZISAivXr3i2LFj1K9fn+bNm6fZklC0XGHIIK9jgRUveEqiFE+ilEAET7Agf4bXMDDRp1X7lhw7doyCBQui0WioX78+5wIucOTPAHYvOsCdi8FcPHEF1DIsLS21PSyMjIxo3749Z8+eZezYsQQHB1O/fn2mTp1K3759GTp0KCkpKcyZM4c8efJQokQJTExMCAkJISYmhpiYGOzt7WnSpIl23O+7xo4dq/3e+VZkps/Il0yM6Orq0qhRI3x9fT/7XJIkMeyAH1efPyVRnbnJRymSRHRSIh3/2sLz2Fgg9fW2b98+w+00b7fSiOkaX96wYcPYtWsXwcHBOR1Ktps8eTJWVlb069fvP/u9ZGxszIYNG+jTpw/VqlVjx44dvElMoM2WP1l37QpxqmTi/j9Z6l0pkkSiWk3Qi0j67NnFmquXcyB6QRA+lUiMCIIg5GIRERFMnz4dBwcHfHx8GDBgAA8fPmTChAlYW1t/1VgiIyNp27Yts2bN4uDBg4wZMyZbtrucPXuWnj17snv3booWLZoNkf5t3rx5WFhYUKlSJaytrdmyZQvbtm3DwcEBuVxOZGQkUVFRFC1vz7uVIG8ZyUwphhMXOcZFjlKUMhjLMq640NXToWP/dgwdOpRHjx6RmJCEZZItM5svZm7fpSwdsY5LB65y91QIVVMaUTVvffTUqf1F5HI5zZs3p0iRIly9epWxY8dy6NAhqlWrRr169TA0NMTMzIzq1asTEBCgnaxz584dnj17hiRJhIeH07Rp03RxnTx5kr/++ovffvst297XryGrFSOTJk1CJpMRGRmJJEkYGxvj5eUFwJo1a7T//a73Pf5WixYt2L17NwC3bt3CyckJGxsb5s6dm2bdpk2bGDRoULrjjx07Rp06dTj35DEnQh9qkyIJ9+7zdP6idOv/SQKikxL59fRJ7WPv205jbW2Nqalpmk+4v7S3r++/xszMjIEDB/4rq0bkcjnr16/n8uXL39zPjOwkk8no168fe/fuZdiI4dRd4MP9Vy9JSknJ1PGJajWzTp/kr8BbXzhSQRCyi0iMCIIg5EIXL16kW7dulChRgpCQEHbv3s3Jkydp3769dkvI17Rnzx7Kly9PkSJFuHDhAhUqVMiW8969e5eWLVuydu1aKleunC3nfGvSpEnEx8fz8uVLhg8fTseOHalcuTIPHjzg8ePHzJw5k7i4OPLkyUP3Ht2xzVsQpV5qoqeSrA7mstTKFRtZYWrImlJD1hRbmb32/O+uSSGF5PyxREREEP4oHI+CHamv05q8z21RJalIiEkkOSGZwiklKYYTCpTEBauoIqtHBcOqqJJV6Ojo8PjxYx4+fMiFCxewtLSkXr16mJubU6NGDWrUqMGtW7fSJEYuXLiAkZER1tbWnDp1Kt145ISEBHr06MHChQsxN0+77Se3y0zFSEbjegMDAwkNDSUuLu6zY2jSpAknTpwgNjaWLl26MHr0aIKCgvDx8UmTgPD09GT+/PnvPc+ySxdIUKf/hDkzUiQJv/t3ifn/1oZKlSqh0Wi4cuVKurWiz8jXM3ToUHx9fbl3715Oh5LtjIyM2L17N3PmzMHPzy+nw/kijh8/TpEiRShcuPB7x2BD6t+prosXEnb8BJGH/LWPfyy5GXv5Ck82bWXC0cM8/UivJEEQcgeRGBEEQcglkpOT2bBhA25ubrRt25YyZcpw//59VqxYgbOzc47EFBMTQ69evRg0aBCbNm3i119/RV9fP1vO/ezZMxo3bsz06dMzrHTITidPntQmE97nleFTjPMaIpNnsVeKDCRFCufDT1KqRGlOzbtOcoQG1CDLaH/O/8mRo0CJeWJ+HNXlefP6DWq1mjVr1qBSqahfvz4FChTA3NycFStW4OTkxI0bNzh9+jTVq1cH4P79+yQmJuLo6EiFChXSjUj29vamYsWKtGzZMmuvKRewsbHJVMXIu5UTRYsW5datW9y6dStbqo/y5s2Lq6sra9asISwsjO+//548efLQpEkT9u/fn6lzJKekcPpxWAb1SJknQ8b2oMDU/5bJPrqdRvjy8ubNy+DBg5k6dWpOh/JFFCpUiL/++gsvLy8CAwNzOpxslZSURKdOnVizZg0BAQEMHTqU6H80OtauVavZcf8uedzrk7d+3Uxfw7iiMxZtW6FB4o8bV7MpckEQviSRGBEEQchh4eHheHt7U7hwYVatWsXo0aMJDg5m5MiRWFhY5FhcJ0+epHz58kiSxLVr16hVq1a2nTs2NpZmzZrRrVs3evTokW3nzUhKSgqnT5/+aGIkWUpi9NZBGOc1Qq7I3K9HuUKOYR4DHlkHMX3mNBziy2AgGaNKylwfCQC5pMAiJT/28pKoVCrOnz9PgwYNKFasGJGRkWzfvh1dXV3KlCnDuXPnMDU1xdbWFpVKxevXr1EoFOjq6qZLLp07d45169Z9sJIhN7O1tc1yjxEnJydtYsTJyemTruvn50fp0qWxsbFh0qRJtGjRgu3bt+Pg4KBtMNy+fXvKlSunPeZDW3KiEhNRyj7+/ZQUGsaTX38nbPxkXmzaqk34hAwZTuS58/StW58iRYpw69YtOnTowIYNG6hduzb58uWjc+fOxMXFUaVKFfbs2YOXlxezZ8/GxsaGO3fusGbNGqpXr07x4sXp2rUrNWvWxMnJCZVKxZkzZ3BycsLKyop27dqh/v92H3t7e1atWkWxYsWwtrbm2LFjQGqVl4uLCwULFmTNmjWf9B7/WwwZMoR9+/Zx586dnA7li6hatSpz5syhefPmvHjx4uMHfCNOnDhB/vz5qVWrFgULFsTZ2ZkTJ05kuHbf/bufda3klBT+uH6V5ExuwREEIeeIxIggCEIOkCSJU6dO4enpSZkyZYiMjMTf3x9/f39atmyJQqHIsdiSkpIYOXIkHTp0wMfHhxUrVmBqappt51epVLRr1w5nZ2cmTpyYbed9n5s3b2Jtbf3Rpq5qtZoCjjYsuTwLO8f86OjrIL3nc34JCR0DHQqUsGX5td9QGsswUebFXGPFJek4r6QPj7sMlm4RLP2991yBksKa4sgkGT179sTR0ZErV67g5+enrQIpU6YM165d0yZ4Dhw4gEwmQ0dHhzt37qRJjCQlJdG9e3d8fHzIly9fpt6n3CazFSPvJkZKlCjB7du3uXXrFqVKlcryNSMjIxk0aBAHDhwgODiYLVu2aLePGRgYaNfVqVMn04lCtUZDsubDN0WSWk3Euo3k69SBgpPHo3r5ivjrf0+eib91m8q//oy7uztLly6lfPnyvHz5EldXV549e4ZSqWTKlCm4uLjw6NEjDh48SEhICJcvX9Y2R46JiWHz5s1s2rSJDRs2EBERwdOnT1mxYgW//PILz58/JyYmhoMHD2qvu2HDBq5evcrQoUO1/SaGDBmCp6cnISEhvHz5MtPv7b9Rnjx5GDp06L+2agSgS5cutGvXjrZt25KcnJzT4WSL27dvU6RIEe2f+/TpQ6FChahTpw7btm2jZcuW1KtXD4B1168Sp1Lxet8BXu87kOY8moREni5YTOi4SbzefzDNczHnLhC5YROQ2ivo1KNQzp8/T8WKFcmfPz+9e/fWJj8nTZrExIkTtR+G/FcnAglCThOJEUEQhK8oISGB1atX4+LigpeXF25uboSEhLBo0SJKly6d0+Fx7do1KlWqxP3797l27RrNmzfP1vNLkkTv3r2Ry+XaMbVfWkBAADVr1vzoOrVajVKpxKpQPlbemouyUiL5y1iAHHQMlBjlMcTQ1AAdfR2sy1ig76pmxY3fsCpoiaenJ4tGr0Au+/SElq6uLlZSAfT19Tlw4AC7du3CwcFB+3zJkiV5/vw5VatWBWDLli3IZDLUajWSJFG2bFnt2mnTplG8eHHat2//yfHktE+pGDEwMCA+Pp579+590laas2fP8uTJEypXrkyRIkV4+vQpr169wtLSUvuJec2aNbGwsMDb2ztT55QAPjLdQxURifrVK54tXs4j72kkP36M6vlz7fNmjd2RKxS4ubkRHR1NbGwsarUalUqFQqFgyJAh+Pn5YWpqioWFBfr6+syfPx8bGxttktXZ2RkzMzNsbGwoVKgQhoaGaDQafvvtN8LDw+natStnzpwhIuLvpN7o0aMxNjbWXhfgzJkzdOvWDaVS+cWrvb4FgwYN4uDBgwQFBeV0KF/M9OnTMTU1ZdCgQf+KSTVRUVEYGhpq/9yiRQttBdjYsWPp3r07O3bsANBOhMpIcvhTzL5rQoGxI4g5e56k0LAM16VoNIS/fs3333/PmjVrePz4MQ8ePGDnzp3aNStXriRPnjwEBQWhp6eXDa9SEISs+vxxAoIgCMJHhYWFsXjxYlauXEmlSpWYNm0ajRs3znC0ak5ISUnh119/5bfffmP27Nl06dLliyQtvL29uXXrFkePHs2WiTaZERAQQKNGjT667m1iBCA0NJRTt44TGhpK5QpV+G3GXGyt7DAw0Se/vRXoSNjb2/PkyRMKFChAowaNODHl2mfFmRiXhL2sBOdiD2NkZETsP/5Brq+vj0KhwM7ODkitGJHL5djZ2VGnTh3t1+vKlSssXbqUa9eufZXE05fyqeN6LS0tefjw4Sd9f0mSRN26ddm3bx+QWmUhl8s5fvw4GzduBFK3mE2dOjXTzV2VcjkyhUK7ReU9F0YnnyUFxo4EQJOcDO+8LqWlBXn09ZEl/n0OpVLJli1bmDNnDjKZTHvD6uDggCRJ6X62vP1eePd7QqPRULVqVTw9PRkyZEi6Y94ml9495t1z55afXznJ1NSUYcOGMWXKFO33yL+NQqFgw4YNVKtWjQULFmQ4gelboqurq63KsLe3JyoqitmzZwPQvXt3PDw8tGs/tAVG19YGfQd7AAxLlyIxJBS9woXSrdNIEiHB93n48KG2QXZycjKBgYG0atUKgLJlyzJu3LhseX2CIHwa8RtNEAThC5EkiaNHj9K6dWucnZ1JSEjg1KlT+Pn50bRp01xzUxEcHEytWrU4ePAgFy9epGvXrl/khnrp0qVs3LiRPXv2YGRklO3nz4gkSZw8eTJLFSMACxcuxMvLC41GQ9jTUNxb16N8nTIUdymKqYUJpqamdO7cmUWLUqcS7Nt+MN35nkqhBEh+BEh+hEsPP3jtx9IDbkkXMMSE/v37k5iYSLt27Yh5Z5rB2yRBQkICd+/e5c2bN5ibm5OcnKzdRqNSqejevTu//vorNjY2mXqPcitTU1M0Gk2a9+CfMkqMlC5dmpIlS37SNd3c3Lh8+TKBgYEkJiZSv359/P396dOnD8nJyaxdu5bk5GT8/f0/frL/y6OvT8pHPmXXsbZCk5RMwr37SBoNkes2EnPu7yaqBrq6NC/+92syMTGhYsWKSJJEQEAA8+bN034PFClSJNP9IF69ekVwcDCDBw/G0NCQQ4cOpXk+o59RVapUYePGjaSkpLB27dpMXeffbuDAgfj7+3Pr1r93NKuJiQm7d+9mxowZabZbfYscHBwICQkB4OHDh7Ru3RqVKnVqlJubW5q1RrofmAL37u9JuYyMRr4DKORyjJS6FCtWjGfPnvHs2TMeP36cJsH0z+sKgvD15Y5/lQuCIPyLxMXFsXTpUsqVK8eAAQNwd3cnNDSUuXPn4ujomNPhaUmSxNKlS3F1daVdu3YcPnyYQoXSf9qVHXx9fZk0aRL79+//aK+P7BQaGkpKSkqa/eTv8zYxEhcXx+rVqxk4cCDXrl2jbNmyGVYfDBo0iBUrVvDy5Us2rN2Izjv/gI4nhvvcwIXaVKIOwdwiVop677WtsOUlz9BIGiZPnIKuri4ymYwff/xRu+bUqVMULlyY27dv4+vri1wuR0dHh2fPnlG/fn0AZs2aRf78+enatWtW3qZcSSaTfbRqJKNxvaVKlfrkxIiVlRUrV66kZcuWFC5cmJo1a+Lh4YGLiwuWlpZMnz6dYsWKZSmxp6dQUMnG7oNrZEolVj904dWO3YRNmIxMTxfT6lW1z0uSRLvSaZvJrl+/Hl1dXRo1akRycrJ2a4+Dg0OmEyOWlpZ069aNIkWK0LdvXypVqsTdux9uNjlv3jxWr15NwYIFv1rVV25nYmLCjz/+yJQpU3I6lC/KwcGBLVu20KVLl2+64ay7uzt3797l2LFjxMTEEBAQ8N61LjZ2KN7zQUFy+FOSHj0mJT6BhMA7GVaLQGrFSMMqrsTFxXHs2DFSUlK022oEQcg9ZNK/YbOgIAhCLhAcHMzChQtZu3YtNWvWZNCgQdSrVy9Xbmd4+vQpPXr0ICIignXr1n3R/ibnzp2jWbNm7N27lypVqnyx62Rk/fr17N69m61bt350rUKhIDk5meXLl3PgwAF27NiBj48Pd+7c0VaG/NN3330HwMtHb7AKLUJCTCLnpSNYkp8kEiklqwjAHekq+hhSWFYcQNt4taisjPZcl6TjOFCKSbuGs3bdWmJiYjhz5gzbtm2jYcOG9Os2gMdnI1FFSqgSVcQlxpEkiyePkwFHrx4iMDCQOnXqcPnyZQoWLPhZ71tuUatWLaZMmUKdOnUyfL5s2bJs3LgxTX+VL2XQoEHY2NgwduzYLB97MvQh/fbuJl6tyvKxcmR8V7wEPo2/S/fc3bt3qV27No8fP9b2EklKSsLMzIzIyMivVpklpE7aKlq0KP7+/p88EelbsXLlSmbOnMm5c+fSjQj/Vhw5coRevXqhUCgoUKAA7du3Z9OmTUyaNCnNz5vAyAjabv2Tp757ATBrkrotM+HefV7+tQu5vh6qyEhMq1XF7LvG2uNizl0g8X4w+b73xMnKmt2enTl79ix9+/YlPDycRo0asXLlSnR1dZk0aRKA9v8FQcgZItUvCILwGTQaDQcPHmTBggWcO3eO7t27c+nSJezt7XM6tPfaunUrAwcOpG/fvowfPx4dnQ+UCn+me/fu0aJFC1avXv3VkyKQ+carGo0GjUaDTCZj3rx5LFy4EIDLly9/8Ph+/frRokULqrlVI0WVuhddQwpKdEgi8R+rP/w5hBV2RMqesNdvL+3bt6d+/fqULl2aPu0H0KR4a+5deoZcrkBKATk6mJAXYykPyjsKOhbsw2PFfaZNnfavSYrAx/uMZLSV5ktp0aIF48aN+6TESPVChalka8e5J49IyuLYTmM9XUZWy/h7sHjx4uTPn58TJ05Qt25dAPT09ChTpgxXrlz56IhqIfsYGxszYsQIJk+enKlE7LesR48e3Lp1i/bt2+Pn54eOjg4JKhW77wax7toVnsXGkpySgqGOkjL5rOlZsRJVCxTMVR8S1KtXj+Dg4DSP9e3bN9260vmsKJQnD4lN0vapMnAsRoHRP733/CaulTFxrYyRjg59XSoDqdtlrl69mm6tSIgIQu4gttIIgiB8gujoaObNm0epUqUYPXo0rVq1IjQ0lJkzZ+bapMjr/3fFHz9+PL6+vkyePPmLJkWeP39O48aNmTp1Ks2aNfti1/mQgICATN0cpqSkoFQq8ff3R6lUaj8xvHLlChUrVnzvcY8fP0ZPT4879+5gU8qKeCmWZBIxx4oXPCVRiidRSiCCJ1iQ/4MxWGJDhOwJR44c4bvvvsPCwoLRnb1xiHbi3sUHyCQ5Ukra5IoMGSnJGl6Gv0b/iTmP9r4iOfHfMVITUifTfGhk79dMjNSuXZt79+59dIRwRuQyGUuaeVDCMh/6md1+IknIVCrWtWyL3QfGZXfo0IHNmzeneaxKlSpcuHDhPUcIX0q/fv0ICAjg+vXrOR3KFzdr1iyUSiVDfvqJyceOUGn5IqaeOMrtF5G8TkwgTpVMZHw8x0ND6L1nJ9VXL2P77W+zB8uY6rUz//f2HQqZHEtDI9yLFPsCUQmCkN1EYkQQBCELgoKCGDhwIPb29pw6dYoVK1Zw5coVevTokWb8X25z6NAhypUrh4WFBVeuXPni1RuxsbE0a9aMzp0706tXry96rfd5+fIljx8/1o5h/JC3/UV8fHwYPHgwMpmMhIQE7t+/T5kyZTI8RqVSMXPmTAYMGED+/PnZ9XADV2QnKIEzxrI8FMOJixzjIkcpShmMZXk+GIOeTB+1pObVq1c8ePCAvcsP4b/0FIpMFnfKNDKuHLnJ1Pa/fbVkwZeWmypGdHR0aNy4Mb6+vp90vL5Sh81tOtCoSDF0FQp0FRmPdpYB+goFKa9eo7/Dl2sHD2W47q327duzffv2NFNvKleuzPnz5z8pTuHTGRkZaatG/u2USiXL1q7lQF5j/rh+hQS1mnhV+q1iEhCvUvEsNpYJRw8z4+Sxb27kb217B4ZXrZGl5IhCJiOPvh5/tmmPznv+rguCkLuIxIggCMJHpKSksHv3btzd3alTpw5mZmbcuHGDzZs3U7NmzVxVHvxP8fHxDBo0iB49erBq1SrmzZv3xRM4KpWK9u3bU65cuRwtET516hRubm6ZahCpVquRy+WcO3eO77//HoAbN25QsmRJ9PT0Mjxmw4YNFClSBG9vb8LDwzlz9izVdZtgLSsAgI2sMDVkTakhS50W4i9t57i0m+PSbh4TnCbhIVfIMSlgiJ6BLomJidRza4DPgGUkxaev/ngmPSJIupLu8VdSBKfjD3LlyE12LzqgffzYsWPv7dGR2+WmihFI3U6za9euTz5eT6nk98bfcaRrd3o4u2Ciq4u+UomUlIRMpYaUFOoXKcraVm3pqWNAXglGjhzJmzdv3nvOIkWKYG9vz5EjR7SPiYqRnNO3b1/OnDmT4ZaJf5MktZr+/gdQ5LMks5vDEtRqNty4xoLzZ79obF9Cd2cXJtaqi55C+d6k5luGOjoUMM2Dr2cX8hubfKUIBUH4XCIxIgiC8B6vXr1i9uzZODo6Mm3aNLp27UpoaChTp07Fzu7DUyZyg/Pnz+Ps7Mzr16+5du0a7u7uX/yakiRp92kvWbIkR5NGJ0+ezHSPBbVajVqtpmfPnhgYGACp/UWcnZ0zXJ+SksKMGTOYMGECxsbGeHl5MWToYG4pzpHyntsEK2ypLfPQ/s9eVgJInfholMeQg5HbMTU1Ze/evZTNW4kUdcY3/PllBSkpyzgugKT4JDbP3PnNfSqbkdxUMQLQuHFjTp48+cERwplha2LKiGo1udR7AP5dupO8/k9cbt8jbs48ljVrSWXbAowaOZLo6GhKlSrFhAkTPni+f26nKVGiBBEREbx8+fKz4hSyztDQkJEjR37TfSMmTZqETCYjMjISSZK0P+PetejiOYJfv0L9np8zMecuEPLjKB6OGs+T2XNJDH4ApCZHFl86z+0XkWnWr1mzBj09PSwsLLCysmL48OG57meYp1M5Dnf9Aa/yFTHW1cVYRxcDZWqixFBHB32lkjL5rJhZvxEHOnthYyKSIoLwLRGJEUEQhH+4fv06vXr1omjRoly7do1NmzZx/vx5unTp8t7qgdxEpVIxceJEPDw8mDZtGn/88cdXmxwwadIkrl27xpYtW75o/5LMyGzjVUjtv6JSqejfv7/2scuXL7+3v8iWLVuwsrKidu3aALRq1Yp9+/aRoBvLNek0akmd4XH/pFDKMbU05fcTU/Ce5E2XLl2oUskVwygz5J/xKzouKp6rR29+8vG5RW6rGMmTJw9Vq1blwIEDH1+cCUq5HBsTEzSRL3BxdOTls2faLTG6urqsWLGCmzdvsnnzZi5fvvze87Rv356dO3eSnJxaYaRQKHBxceHixYvZEqeQNX369OHChQsf/Jp9CwIDAwkNDSUuLi7N46qUFNZdu0Ki+sM/54zKlaXwjMmYVHPj2dKVpPw/oahKSWHl5fTfm61ateLly5fcvHkTPz8/du/enX0vJpvYmZgyukYtLvbqz9zG3zG+Vl1GVa/FlDr12dnhe3w7duG74iU+WlUiCELuIxIjgiAIpFYMbNu2jdq1a9OkSRMKFSpEUFAQ69evz5FpKp8qMDAQNzc3Ll26xJUrV2jXrt1Xu/by5cv5448/2Lt3L8bGxl/tuhmJj4/n+vXrmf7abdiwAT09vTQTXd6XGNFoNEyfPp0JEyYgk8nQaDSMHDkSgDdv3pBsHMctg7PYlMmHjr4OMkX6qhk9Q1109XUwdJZzyfAo1dzdOHHiBMbGxiz+ZTlnE//uK3FLukC49FD753DpIbekD2+TSIhNTLOd5l13797FwcFB+2cfHx8GDBjwwfPllI9VjLx9/7+mFi1aZPsNm0ajwd7eHl1d3TSTMlxdXfn+++8pWrQo/fv3f+9rLViwICVLluTQob+/b0SfkZxjYGDA6NGjv+mqkaJFi3Lr1i1u3bpF0aJF0zznH/IAdSb/3skUCkyruaFX0I64azcASJEk9t67S3RSUobHWFlZ0aBBA+7cufN5L+IL0lUoqOdQhI5O5fihQkValypDcQvLnA5LEITPIBIjgiD8p0VERDB9+nQcHBy0N4gPHz5kwoQJWFtb53R4mabRaJg7dy61a9emT58+7NmzBxsbm692/T179jBx4kT279+fK9638+fPU65cuUz1U9FoNKxatQqTd8qek5OTCQwMzLBx686dOzEwMKBhw4YAzJ07lxs3bqCrq6utYPD+dTwxxZ5Se5Qzr42eYprPhEieckLy5bjki35VNRMPD+Vu3A2uXLnM1atXOX78OJIk8eZ5FBrN55eQhwc/y/Dx4sWLY2xsrO2BsHv37q+aQMuKPHnyoFariY2NzfB5uVz+1cvtPTw88PPzS9Ps9HNpNBpsbGxQKBTcvJm20mfq1KmEh4cTFRXFqlWr3nuOf26nEX1GclavXr24fPnyN1u14+TkpE2MODk5AdC8eXNsbW0ZPnIEt8d582JT6lji+Fu3eTxjFmETJvN6X8YJWV07O1QRkdr1IdN+pnCBAhkmj16+fMnx48cpWbLkl3lxgiAIGRCJEUEQ/pMuXrxIt27dKFGiBCEhIezevZuTJ0/Svn37HN8CklVhYWE0aNCAbdu2cfbsWXr37v1Ve3ucP3+eH374gZ07d+Lo6PjVrvshmR3TC7Bv3z6MjY3TJFECAwNxcHDAyMgozVpJkpg2bZq2WuTmzZt4e3trKxc0Gg3e3t507tyZ/fv3s2DFPLZeXY9Dg/wYmxoR9OA2esY6bD24ifOXzhESEkLJkiUpW7YsycnJxMTEkJyUnC03+0kJ7x/b27ZtW3bu3ElUVBR3796lVq1an329L0Emk32wauRrb6WB1OqMwoULExAQkG3n1Gg02NrakpycnC4xYmxszLJly4iKimLs2LHv7RvStm1bfH19SUxMBP6uGMltfRr+K/T19RkzZsw3WzVSokQJbt++za1btyhVqhSQ+r0/ZswYQi9ewrrnDyTcvUdKbCwv/9pJ/n69KTBhDHFXrpH0+Em688n19NAkJWnX2/TvzdSd29myZQtXrqQ2k961axf58+fHysqKRo0a0bx586/6mgVB+G8TiRFBEP4zkpOT2bBhA25ubrRt25YyZcpw//59VqxY8d4mm7mZJEmsXbsWFxcXGjVqxPHjx9OVPH9p9+/fp0WLFqxevRpXV9eveu0PyUrjVR8fH7p06ZImIfa+bTR+fn6kpKTQvHlzkpKSaNeuHSqViujoaDQajbY559uRrgMGDODKlSvs27ePWrVq4eDggKGhIeHh4UiSRNeuXXn27BnPnj3Dw8MDJycnDIz00yS2kkj4pPfAyPT91TJt2rRh586d7Nu3j+bNmyOX595/Dnyoz0hOJEbg86fT/JNGo8HMzAxJkjKcZtKoUSMaNGiAnZ0dY8aMyfActra2lC9fnv379wNQqFAhJEni8ePH2RankDU9e/bk2rVrnDt3LqdDyTIDAwPi4+O5d++e9vdK5cqVMTExwahQQeQGBiBJJD0MJSUqivA5Pjye8jMp0TGonqavVtMkJyPX09Ouf/TrXMZ6tOTp06fcunULSP179fTpU4oXL467u3uunvgmCMK/T+79l5AgCEI2CQ8Px9vbm8KFC7Nq1SpGjx5NcHAwI0eOxMLCIqfD+ySRkZG0adOGOXPmcPjwYUaNGoXiKzd7i4iIoHHjxkyePJlmzZp91Wt/iFqt5uzZs1SvXv2jawMDA7l+/TqNGjVKM9b3ypUr6RIjkiQxdepUxo8fj0wmY/z48YSHh6NSqdDV1aVixYps27aN48eP8+OPPzJt2jR27txJnz59GDJkiLb6pFSpUgQFBVG3bl327t1LeHg4b968wc/Pjzdv3uBYrihJJCBJEjHSG16TdnpDZih1FJRye3/1jpOTE0lJSSxYsCDXbqN5K7dVjMDfiZHsqsaQJAmFQoG1tTXXr1/PcM1vv/3GkydP2LFjB2fPZjzu9N3tNDKZTPQZyWF6enqMHTv2m60asbS0JDo6Wvuz8W2i4t3GopIE+o5FKTTNm0LTvCk4aRyG5ZzSnSs5/Cm6Nvm16x1/nsKCI4cJCwujVatW2nUymYyBAweycOHCL/zqBEEQ0hKJEUEQ/pUkSeLUqVN4enpSpkwZIiMj8ff3x9/fn5YtW371JEJ22r17N+XLl8fR0ZELFy5Qvnz5rx5DXFwczZo1o1OnTvTu3furX/9Drl+/jp2dHZaWH2+EN3/+fPr06YNcLk+TGMmoYsTf35+oqChat27N8ePHWbJkCYmJiSiVSvT19Tlw4AD+/v6kpKTg7u5Oo0aNOH/+PL///jv29vba85QsWZKgoCDKli2Lt7c3VatWpXTp0tja2lK2bFk69GpLXl0LLnCEUO6Sj6yPhpYr5LQc1PSDa9q0acO9e/dy7Taat3JjxUi5cuXQaDTptr18Ko1Gg1wup3Dhwjx+/Fi7HeZdlpaW+Pj4oK+vT79+/UhJST8Wuk2bNuzbt4/4+Hgg9RN+0WckZ3Xv3p3AwEDOnDmT06FkWenSpTPs85HPyFibHNG3L0TSoyckP3uGRqXi6cKlJNy9r10raTTEnL9Icng4huXKaternj2nVF4z6tevj7+/f5rzd+vWjZMnTxIWFvZlX6AgCMI7RGJEEIR/lYSEBFavXo2LiwteXl64ubkREhLCokWLKF26dE6H91mio6Pp0aMHw4YNY8uWLcycOTNHxger1Wrat2+Pk5MTkydP/urX/5jMjul9/fo1mzZtom/fvqjVam1iJCUlhevXr1OhQoU066dOncq4ceOIjY2lY8eOJCUloVKp0Gg07N+/n/Pnz9OzZ082b97M3r17ad26NRUrViQmJgYvLy82bdoEpCZGbt++DUCPHj0IDQ0lPDwcc3NzkpKSGD58OCbyPLjqNMBJVoVyMjdsZfbaOGxl9pSRVU73esxlVlSS1QGgmLMDBRxTm+/WqVOHY8eOpVmbnJxMiRIlaN26da5PEubGihGZTJat22neJkYKFCiAlZXVe6dxeHp6UrZsWd68ecPixYvTPW9lZUXlypXZu3cvIBqw5gZ6enqMGzfum6waKVWqVIaJkaJm5tr/VpiYkK9je56vWMOjSdPRL+KAUdkyAMRdv0HomInEnDlH/n69URgZatc/Xb6aZlVcqVmzJh4eHmnOb2xsTNeuXVmyZMmXfYGCIAjvUH58iSAIQu4XFhbG4sWLWblyJZUqVWLatGk0btw4V/dOyIoTJ07QrVs33N3duXr1apoJKl+TJEn07dsXjUbD0qVLc+Ue8ICAgEw17Vu5ciXfffcdNjY2PH78WJsYuXv3LtbW1uTJk0e79sSJEzx58gRPT0+8vLyIjo5GpVKhUCjw9vYmKSmJLl26sHPnTlxcXNDV1aVgwYIMHjyY33//nb59+2rPVbJkSfbs2ZMmlsjISIKDg+nYsSNeXl7subydUTWnE/UyGhlZe4/1DHT5YVrHD65p27Yt165d4+DBg1k6d06wtbV97/aSnBjX+5aHhwejR49m/Pjxn30ujUaDTCbD1tYWCwsLbt68mWElmEwmY8mSJZQrV46JEyfSrl27dFOg3m6nadeuHZUrV+bixYvaxIuQM7y8vPj55585ffo01apVy+lwPiqjJI6Xl1ea/+68fSuS9zgADJ1KY+iU9oMHE9fKmLimT+ACWDqXZ8HQYbQt/feWGy8vrzTX+P333z/9BQiCIHwC8VtSEIRvliRJHD16lNatW+Ps7ExCQgKnTp3Cz8+Ppk2b/ituBBITExk+fDienp7Mnz+fZcuW5VhSBGDKlClcvXqVrVu35srpPZIkcfLkyY9WjKjVahYsWMCQIUO0f36bGMloG820adMYM2YMO3fuxNfXl/j4eORyOTVq1KBOnTq0a9eOLVu2ULVqVbp3707p0qUJCwujYcOGXL9+nSdP/p7S8HYrDcCrV68YN24cJUuWJDk5mQMHDuDj40OxkkUZ99cQNKTfLvEheoa69JzZmQp10+/xf9fu3bsJDQ2lRIkSWTp/TvhYxUhOTV2pVasWwcHBab62n0qSJORyOXZ2dhgaGn5wi06hQoWYNm0ahoaGDB8+PN3zrVu35tChQ8TExGBpaYmFhQV379797BiFT6erq8u4cePw9vbO6VCyzcjqNdFXZv3zVYVMhrmBAc2K5/6fPYIg/Ld8+3cNgiD858TFxbF06VLKlSvHgAEDcHd3JzQ0lLlz5+aacbHZ4erVq1SuXJmHDx9y/fr1HG9wunLlStauXcvevXsxNjbO0Vje58GDBygUCgoXLvzBdb6+vtja2lK5cuonmh9KjJw7d447d+5Qv359evfuTWxsLDKZDDMzM7y9vWndujV//PEHderUYeLEiTx48AA/Pz9MTEw4evQoLVq0YOvWrdrzFSpUiFevXjF69GiKFy9OZGQkly9fRldXN833b3j0IxSuCaAjkfKRBIlCR4GegS4DfLrTcmCTLL9vuVlu7DECoKOjQ5MmTbQTiD7H24oOW1tb5HL5R3uX9OvXDzs7O/bs2cOJEyfSPGdubk716tW1cYkGrLlDt27dCA4O5uTJkzkdSrYoZ52f2e6Ns5QcUchk5NHXZ1ObDugrc19iXRCE/zaRGBEE4ZsRHBzMjz/+SKFChdi3bx9z587l1q1b9OvXL9feqH8KtVrNjBkzaNiwIaNGjWLr1q2ZaiT6Jfn5+TFu3Dj279+frnQ/N3k7pvdjW3x8fHwYPHiw9s8fSoxMmzaNkSNH0rNnT2JjY9FoNCiVSnx8fPD09GTFihU0atSIVatW8eeff7Jr1y4MDQ0ZMmQI8+bNw9PTU9tfJDo6mhkzZpCcnExgYCDnz59n2bJlFC5cmNjYWO3kGkjdElS9kRsXdPwxr2RAsiwRfSM9lLqpcSqUCgxM9NE30uO73u4suTqbJj3qZ9t7mVvkxh4jb2VXn5F3EyOJiYncuHHjg+sVCgWrVq0iJSWFXr16oVKp0jz/7nQa0Wckd9DR0WH8+PH/qqqRpo4lWNTUAwOlzkcTJEY6OhQwzYOvZxdsTUy/UoSCIAiZJxIjgiDkam8bWzZr1gw3Nzd0dHS4dOkSO3fupH79+rmyx8XnuH//PrVq1cLf359Lly7RuXPnHH+NFy5coFu3buzcuZPixYvnaCwfk5nGq9euXeP+/fu0adNG+9jbxIgkSVy5cgVnZ2cgdWzv5cuXUalUXLx4EZVKhVKpZMiQIQwfPpwFCxbg4eHBoUOHGDt2LH5+flhZWQGpN6dXr17F1tZWOx66WLFi3Llzh8aNG9OuXTuKFCkCpDZDTUlJSdNMNyAgACsrK+KT4yjhbo+5hw5Tdo2i1y+d6TKxHd2nd2TY0r5sfb6SQfN7aJut/tvkzZuX5ORk4uLi0j2X04mRxo0bc+rUKWJiYj7rPG8TI3Z2drx8+ZLIyEiio6M/eEyZMmX48ccfef36NT4+Pmmea9myJUePHuXNmzeiYiQX6dKlC6GhoRw/fjynQ8k2dewdON29Nz+6VcfayAgjHR2MdXQxVOpgrKuLnkJBRRtbfmvYlENdfsAmB7eCCoIgfJAkCIKQC0VFRUk+Pj5S8eLFpfLly0srVqyQ4uLicjqsL0aj0UiLFy+WLC0tJR8fHyklJSWnQ5IkSZLu3bsn5c+fX9q1a1dOh5IpJUqUkK5evfrBNd27d5emTZuW5jE/Pz+pcePGUnBwsFSwYEHt423atJFGjRolGRkZSYAkk8mkmjVrSra2ttL69eslSZKk69evS/ny5ZNOnDiR7lrr1ArQAACADElEQVSjR4+WqlatKhkYGEjlypWTAgMDJUmSpEmTJkljx47Vrnv16pWUJ08e7Z8TEhIkQ0NDqWfPnpKxsbHk5uYm+fr6Zvn9+LdwcHCQ7t27l+7xli1bStu3b8+BiP7WqFEjacuWLZ91DkBKSUmRYmNjJT09PcnFxUU6c+bMR49LTEyUihYtKpmYmEiPHz9O85yHh4e0Zs0aKSYmRjI0NJSSkpI+K0Yhe6xZs0aqXbt2TofxRWg0Guli+GPJ985tacutG9K+e3elkNevcjosQRCETBEVI4Ig5Cq3b99m4MCB2Nvbc+rUKVasWMGVK1fo0aMHhoaGOR3eFxEeHk7Tpk1ZuXIlJ0+eZPDgwbmicWxkZCRNmjRh0qRJ6cYp5kYRERE8e/YMJ6f3Nx598eIF27dvp3fv3mkef1sx8u42mlu3bnHy5En27t1LQkICABYWFoSEhDB58mQ6d+5MeHg4zZo1w8fHJ02lSmJiIj4+PqxevZqLFy/y66+/IpPJKFWqFJC2AStAbGxsmu1gFy9epHTp0uzduxc3NzdCQ0Np3Ljx579J36j39RnJ6YoR+PztNNL/m8fKZDKMjIzQ19fH0dHxo31GIHUU7Pr169FoNAwYMCDNc2+30xgbG1OkSJH3TvYRvq7vv/+e8PBwjh49mtOhZDuZTIaLjR3NipekXWknGhdzxD6vWU6HJQiCkCk5/y9vQRD+81JSUti9ezfu7u7UrVsXMzMzbty4webNm6lZs2aObyX5kjZv3oyzszNubm6cPn2akiVL5nRIQGqD22bNmtGhQwf69OmT0+FkyqlTp6hWrRoKheK9a5YtW0arVq3Ily9fmsczSozMmDGDMmXK8PDhQzQaDXp6eujp6TFq1Chtv5FmzZrRt29fOnZMHY+blJTEwoULKVasGEePHmX//v20a9eOhIQEIiMjuX37NgClSpX6YGLk1KlTlC9fnoiICMzMzOjatau2B8p/0fv6jOTkuN63mjdvjp+fX7o+H5klSRIymUz7c87Ozg5bW9tMJUYAqlatSpcuXfD3908zfrl58+acOnWKly9fij4juYhSqWTChAl4e3vn2EQlQRAEIT2RGBEE4aNS1Cm8evaax/ee8vLpa9Qqdbac99WrV8yePRtHR0emTZtG165dCQ0NZerUqdjZ2WXLNXKrV69e0alTJ7y9vdmzZw/e3t65ZvytWq2mQ4cOlCpViqlTp+Z0OJn2tvHq+6hUKhYtWqQd0Qtw58J9Vo//k8PzT5N0RcmFTTex1rfj7t27+Pn5cf78eWJjY9HR0cHU1JQhQ4YwcOBA7Xvk4uLC6NGjSU5OZtmyZTg6OuLn58fOnTvZuXMnFSpUYPDgwSxcuJC2bdtqG2I6Ojry4MED1OrUv0txcXFpEiMBAQHExsaiUCg4ceIEP/zwwxd6174NH6oYyembywIFClCkSJFPnjbytr/IW7a2tpibm2c6MQIwa9Ys9PX16d69O0lJSQCYmJjg7u7Ojh07RJ+RXKZjx448f/4cf3//nA5FEARB+D+RGBEE4b2ePnjOomGraWXuRZciA+jvMpJuxQbS0qwbc/suIyzoySed9/r16/Tq1YuiRYty7do1Nm3axPnz5+nSpUua5pP/VgcPHqR8+fLky5ePK1euaEfG5gaSJNG/f3/UajXLly//pqp1PtZ4dfv27RQrVozSpUqzf/VRfig1hJ/qTuLPn3dw99hDVGEgPdTFd8oRBruMwyLRloS4BGQyGfr6+gwYMIARI0YgSRKDBg1CrVZrt8uUKFGCv/76iy1btrB3714qVaqkva6rqyvW1tYUKFCATZs2IUkSBgYG2NjYEBISAqStGNFoNJw6dYpLly5RvHhxihUrRokSJb7sm5fLva9iJDdspYHU7TS7d+/+pGMzSozo6+tnKTFiYmLCunXreP36NTNmzNA+/nY7jagYyV2USiUTJ04UVSOCIAi5iEiMCIKQTlx0POOazaCn0zB8Fx0kITaR5EQVCbGJJCUkkxSfzP5VR+jnMpIf63gT9eLD0xMgtQph27Zt1K5dmyZNmlCoUCGCgoJYv349VapU+QqvKufFxcUxYMAAevbsyZo1a/Dx8cHAwCCnw0pj2rRpXLp0ia1bt+aaCpbMiI2NJTAw8INJJh8fH/r06MuwmhNYMGgl/2vvvsOiutY2Dv+GDgKiAgJ2sbdEjcYSjT127C1FU0660S9FjSZqTFOPJ4npzWhirDHG3jX2GDWWKHYFURQ7gnSY/f1BmIiCAgIDzHNf17mO7Nl77XcIOswza73r7NFzJMQmpHtjYsJEQmwiKTFQPqEajWmLi50rTz/9NGPHjgXgf//7H9u3b6d3797Uq1ePWbNmMXPmTFavXk2TJk0yvPcrr7zCypUrSUhIYP/+/UBqn5G0pTU3b9V7+PBhvLy8CAkJwdnZmaeeeipXvkeFmb+/f4HtMQL/9hnJyZtcs9mcLoAsU6YMsbGxJCQkcOnSpSyP06lTJ9q1a8fkyZMJDQ0FoEuXLuzatYvSpUsTEhJyz7vnSO4ZMGAAV69eZe3atdYuRUREUDAiIreIuhLNiw+MZO/6gyTGJ2W6bCYlOYXEuEQO7zjGc/Xf4HL4lQzPu3jxIu+//z6VKlVi6tSpvPTSS4SGhvL2229TunTpvHwqBcqOHTuoX78+0dHR/P3337Rt29baJd3mhx9+YPr06SxfvhyPQral4p9//sn999+Pi4tLho/v2rWL82cjWDdxB6f2nyYhNuGuY9rjgJvJgxaunZkw9l1MJhPz5s3jww8/5MaNG8ycOZPvv/+e9evX33EJD0CfPn04cuQIbdq0Ye7cuUD6Bqw3zxjZunUr/v6pW++ePHmSvn37Zvn7UFQFBAQU6BkjdevWBeDAgQPZvtYwjNtmjJw/f546deoQHBycrbG+//577O3tGTx4MABubm506tSJJUuWUK9ePfbs2ZPt+iRv2NvbM27cOM0aEREpIBSMiIhFYnwib7R7h4unL5OUkLVGgsmJyVyLiOS1VuOIjY6zHN+9ezeDBw+mevXqhISEsGTJErZs2UK/fv0K1UyEe5WYmMjbb79Njx49+PDDD/npp5/w8vKydlm3WblyJaNHj2blypX4+flZu5x0Nm3aROXKlalQoYKlR8ettm7desdw4tNPP6WZVzvOh1wkKTHrPXLssMM+yYEJff/H+++/z6OPPoqXlxelS5dm8+bNtGrVKkvjODk58cILL3D9+nXLcpqbG7DeHIxs27aNCxcuULp0aXr27FnoQqq8UNBnjJhMphzvTpPRUppz585Rp06dbC2nAfDx8eGzzz5jx44dLFq0CPh3OY36jBQ8ffv2JSoqitWrV1u7FBERm6dgRKQIGD9+PCaTiUuXLmEYBu7u7gwZMiRbY8yYMYNiHu5M3/c5vycuIsQ4nOVrzSlmLodf5ddPljFr1iyaNGlCnz59qF27NidOnOD777+nfv362XxWhd+hQ4do2rQpe/fuZd++ffTu3dvaJWVo9+7dPPHEE/z2228FrpdFQkICgwYNYsaMGWzdupXhw4cTFXX70q07NV6NiIhg9ZK1XDt+g6T42wO/rcYK4oyYTGtISkxmz+9/M3n8/xg7diwnTpxg+/bt2e6/8uyzz7J+/XqcnJz4888/M50xsmXLFsLCwkhJSdEymn8U9BkjkPNte28NRsqUKUN4eHiOghGAIUOGULduXZ566ini4uLo2LEj+/fvp2rVquozUsBo1oiISMGhYESkCDl06BCnT58mJibzN3mZMQyDMs4VeNjUjSZ0IJwQbhjXs3x9YnwSP4z/mR+m/cCoUaM4efIkI0aMoFSpUtmupbAzm818/PHHPPzww7zwwgssXbq0wM3CSHPq1Cm6d+/O999/T9OmTa1dzm02b96Mn58fLVu2pFy5ctSvX5/NmzenOycpKYk///yT5s2bZzjG119/zcOB7e+pDpMB/Zs9wdixY3PckLZ06dIEBQVRoUIF5syZYwlGDMOwBCPh4eFcuXKF5ORk3N3dM31OtqZEiRLEx8cTGxub7nhB2K43TYsWLQgJCeHs2bPZuu7WHiP3MmMEUr8nCxYsICYmhtdffx0XFxe6detGRESEZowUQH369CE2NpaVK1dauxQREZumYESkiAgMDCQ4OJjg4GACAwOzff25ExGW5TOOJic88OIGd2+qerNiru588NpkevTogb29fbZrKApOnz5NmzZtWLhwIX/++SfPPPNMgd3Z5dKlS3Ts2JG3336boKAga5eTocOHD1O5cmXL18899xzly5enVatWLFiwgB49etC0aVMqVqxIiRIlmDBhAv7+/pQtW5aZM2eSkJDAp1M/5fe/1xAcv5uNxmJ2GxtJMVIIM46zyVhCPLH8yTo2GUtIMVKX2VwyzrHNWMlmYylHjL2YsOPcX5dITEhi48aNty2hmTFjBkOGDGHKlCn4+/tz9OhRAI4fP07Lli3x8/Ojd+/e/Oc//yE4OJh58+ZRokQJTCYTFy9etGzXu23bNtzc3PDw8CjQPzv5zWQyZbgzTUGaMeLg4EDnzp2zvTvNrT1G/Pz8uHTpEjVq1ODgwYM5mklQsWJFRo8ezbfffsvRo0fp378/GzduJDIykosXL2Z7PMk7dnZ2mjUiIlIAKBgRKSLSGvUFBwdTp04dALp160ZAQAAjR46kQoUKPPvsswCsWLGCWrVq4e/vz/jx4wE4sS+ElOQUABKMOK5zFXeKc9W4yG5jo+U+wcYuzhmhlj+fNU4SbOxmm7GKhNhENv3yBxs3bqRixYpUr16dJ598kg4dOgCwZ88eGjRogJ+fH8OHDyclJfV+JpOJOXPmUKZMGSpXrpzthoMFgWEYzJgxgwceeIDOnTuzcePGdG/oC5rY2Fi6detG3759eeGFF6xdTqauX7+Om5ub5eugoCDq1asHwOjRo3nqqafo1asXLVq0ICwsjI0bN3Ls2DF27NjBG2+8wfz586lUoTLXUi7jghst6UoySVwhgvKmqjxs6o4LbjxIOx42dcfe5ADAWU5RlyY8RBeucYkbRhQmk4lrEZGZ1rpmzRpCQkLYs2cPVapUAeDxxx9nzJgxnD9/Hg8PD3bu3ElgYCCurq5s2bLFMmskbcbItm3biIyMJCEhgSeeeCLvvrGFUGbBSEF6M9m9e/dsL6e5dSmNo6MjJUuWJCUlBVdXV8LDc7Yt+ltvvUVAQAC9evWiXbt2HDlyhGotHuLjdWv4evdOpu/bw4rjx4hPzlo/Kck7vXr1IjExkWXLllm7FBERm6VgRKSIqF69OocPHyY4OJiaNWsCUK5cOd58801WrlzJokWLWLduHZcuXWLo0KGsXr2akydPMn/+fPbu3cuNyFgucY7NxlK2sJxSlMbd5HnX+4ZwBC9K0Zg2AFy7cJ2RI0fy1Vdf8cknn3DixAnWrFlDUlISffr04b333iM0NJTg4GC+/fZbyzjLly8nNDSU9u3b88033+TNNymPXLx4kV69evHxxx+zfv16RowYUaBnzCQnJzNgwACqV6/Oe++9Z+1y7sjJyYmEhNQdZNJmhUybNg2Ap556iu7du/PXX3/x0EMPUb58eaZOncrHH3/ME088wYULF5g6dSqdHumMk8mFclTBzmSPB14kc+c3g7V4gEguc5A/ieMGicRjZ29HzPXYTK/x8vLis88+w9/fH3t7e6Kjo9m5cyeDBw/G39+fZcuWceTIEV555RUA5s6da2nAmrZd79q1a0lISKBFixYEBATk0nexaEhbYnKzgjRjBKBjx45s3749wz44mbk1GIF7X04Dqf0rFi1axLFTp3h12vf4jXyNK61bsOBSBP/7YyuTtm5m5LpVNPz2K8Zv2kBo5LUc3UfunZ2dHePHj2f8+PEFKugTEbElCkZEighXV1diY2M5fvy4ZSlNo0aN8PDwoH79+pQoUQKz2cyOHTsIDw+nUaNGVK5cmfPnz1tmaPgQQEtTN1rSlWiuc94Iu+t9vfGnjKkSjianf44YuLi4kJycbPkfwJEjR3BycqJz5864uLjw4osvsmLFCss448aNw9HRkSZNmmTrTYW1LV68mPvuu48aNWqwc+dOy2yGgsowDF566SUSEhL4/vvvC/xSjUqVKhESEgJAaGgovXr1IikpNdRo0qQJhmGwZcsWWrRowdatW+nVqxdVq1Zl5syZAERGRtKk2YO4UizLzzXZSGIn6wETlamFJyWB1CbDrh4ZbwcM0Lhx43RvcA0j9e9CREQEERERhIeHM3HiRHr27EliQiKrf97A9Q0pLHpjA+FzbrB4xO+4HCmFj70/zz//fE6+XUVaQV9KA+Dh4cFDDz3EqlWrsnzN3YKRnGwBnKZkpUoEvjuW5THXiXNxxnBwIMVkIsUwSDSnEJOURFxyEnMO7Kfz7J+Y9fe+HN9L7k2PHj0wm83ZXoolIiK5w8HaBYhI7vH29iY0NBQHh9S/2mlvBG9+Q2gYBq1bt7Y0eouOjsbOzo71c/5taOlkcqGU4ct1ruBLmXT3SCAu3dfF/3nTmKZEaS9qudbizTffJDk52fLp/q1MJlO6T8bSwpz8fKOekpzC9iW7+WXKYsIOh5MQm4ijswOlypSk1yudaftYS9w8XDO8NioqiuHDh7Np0yYWLFhQaJpkvv/+++zatYtNmzYVim2T27dvz3PPPcfGjRtp2LAhW7dupVGjRpbHjx8/jqurK+XKlWPevHk0aNCA/v3789lnnwEwdOhQXN1dUn+uMvkg1hFn4ojBxXAjiUTiSW1eXJZKRHGNaFI/SU9KTMLOOeu1e3p6Urt2bX788UcGDx7MiBEjMJlMNPZtSb3rLUiISyAy9Ibl/Nir8ZSkNMXN3iwYvga36150fLJNgQ+v8kthmDEC/+5O069fvyydf2vzVUi/M82tzYazKux6JEHzfibZ2Rm7u8xCSDKbSTKb+WDrJmKTk/hPg0Z3PF9yn8lksswa6d69u/7ei4jkM80YESlCatWqRY0aNe54TpMmTdizZw+HDh0iPj6etm3bsn79egLvr4S9Q+ryjyQjkatcwg13HHAkgTgMwyDaiOQalzId29XDheY9G7N06VJ27tzJkSNHLIFBjRo1SExMZPXq1cTHx/PVV1/RuXNny7W3fmKalwzD4Jf/LaFP6af575DPObzjODHXY0lOSibuRjxnj57j2xEz6ef3DFNf/I7E+MR012/atIn77rsPJycn9u/fX2hCkRkzZjBt2jSWL1+Oh4eHtcvJkhIlSvDrr7/y9NNP07BhQ8qUSR/U3bxNb58+fTh06BABAQGWT9lbtGiBvb09Jf1L4OCY8WcBgdTiELvZxBKucgF3vPDAiy0sJ5QjuONFnCkGSidTtUZVXn31VcLDwzl9+vRd6//555/57rvv8PHx4dixY3CgGLM/WEhyXAr2GXw2YcKEAw5cDr/KF69MZ+oL3xW4N/7WUhhmjEBqn5GVK1daZjbdza3NV+Hel9IkJCcz8Nf53EhMxJyNpRlxycl8vGM7m0JDsn1PuXfdu3fHzs6ORYsWWbsUERGbo2BEpAipWbPmXYMRX19fpk2bRo8ePahQoQItWrSgW7duXI65wPnkM2wylrCdVbjjSVkq44EX7hRnFxs4zTF8bplBcjMnZ0eadG1IgwYNqFChAgEBAbRs2ZK///4bR0dHFixYwKhRo6hQoQI1atTgueeey+1vwV2lpKTw4WOf8tO4+dy4FkPcjfgMz4uPSSAhLpE1M35naNPRRF+7QXx8PK+99hqDBg3iiy++4Ouvv8bd3T2fn0HOrFq1ilGjRrFy5Ur8/f2tXU62tGnThpMnT3Ls2DE2bNjA888/b9kZZuvWrbRo0QJI7UFy4MABIiIi8PX1ZejQoTRo0IBWrVqxadNG7OxTP4GtbWpEgKmiZXxvkz8PmTrTyhSEn6k8diY77jc152FTd+43PUQjU2squ1Xn8yVTiIiIYNy4cbRo0YIHHniA+vXrM378eO677z6mT59+W+3Vq1dn69atXLhwgQb2LTm+I5SE2IQsPe+E2ATW/byZb9+Yee/fxCKgsMwYWbNmDSaTKcszPQ4fPszly5fx9/fnk08+Af59rocOHWL//v2WRtVpMtoZ6ebjy48f5XpCfLZCkTTxyclM3r4l29flpsyeX1GXNmtk3LhxBe7nWkSkqNNSGpEiIG1nmZsNGTLktj+HhoYC0LVrV7p27UpycjLz58/nvvvuw87OjrefeZe/5hy67Y3bfTTL8L61Tf9Ot3ZycaTX/3Vl7969FCtWjIsXL2IYBqNGjWL69Ol8/PHHNGjQgL179942zs1LaoYMGZKu9tz2+cvT2L54V5bfnCbGJxF2OJxXWo5mZ/IGatWpyf79+/H29s6zGnPbX3/9xRNPPMGiRYvuGpwVNlu3buW1115LdywuLo7vv/+ebdu2WY4FBPpR56Ga/L35EMmJyVke/5wRymH24BTvRItOGxg2bBijRo0iKCiIlJQUtm/fzuLFi+nbty9JSUkEBQURFBREy5Yt0y1VWvXD7/y9MZjEuMQ73O12CbEJLPtmLc2CGlGvZS0gtWnrtm3bLMuFbEVGM0ZMJlOBfANZpkwZFi9eTNu2bdMdv3UJIcCwYcPw8PDgyJEj3H///XTt2tWylObJJ59kwoQJnDp1iqpVq2b5/l//tZPYLM5YyUhI5DUOX75ETW+fHI8hOdO1a1cmTJjAwoUL6dOnj7XLERGxGZoxImKD0payVKtWja+//ppJkyaxd+9exnz2OmWq+uHglL3M1M7eDu8yJenxcieqVq3KjRs38Pf3x9/fn23btlm2Cc5re/fupXbt2vj5+TFmzJjbPnXcvymYdT9vtoQiEcYZjhi3BzW3blGcnJjM6eCzdLu/N/Pnz+fzzz+3hFFHjx7lgQcewNfXlxdeeKHA7Shw6tQpunXrxjfffEOzZhkHXIVVREQEV65coVatWumOz549m0aNGt32RnLM3OGUKF0cTFn/b2QymSjjXIFzZ8+xf/9+pk+fzo4dO4DUXT9atGjBlClTOH78OCtWrMDPz4/Ro0dTunRpHnvsMX755ReioqKYN+k34rMYxt0qMS6BeZMXWb4eMGCAzYUikPmMkYL2dw7+DUbuVtvx48cJDw/H3d2d4sWL06lTJ1atWpXuuWZ3OU1MUiLh99jAOiklhR/27r6nMSRnTCYT77zzDu+8806BDP1ERIoqBSMiNiQqKopJkyZRqVIlVqxYwcyZM9m8eTOdOnXCZDLh5OLE5LVj8S3njaNz1hpzOjg5UKJ0cab8/g5uHq4UL16cpUuXEhERwYULF9i2bZtl++C8lJycTJ8+fZgwYQKnT59m3bp1JCam/3R+/n8Xp5sp4mcqRw1T/SyNb489J38Pv+2NzvDhw3n66acJDQ1lw4YNlqa2BcHly5fp2LEjY8aMoWfPntYuJ9dt3bqV5s2b37YTzKeffsqwYcNuO9+zpActX2tArBFDCim3PX4rRxdHPEoWo2H7epT0K4Gvry9dunRh06ZNt51rMpmoXbs2o0eP5s8//+TgwYM89NBD/PDDD9Twr8250IgcP0/DgL3rD3L53NUcj1EUlCxZktjYWOLi/m0AXRCX0gAUL14ce3t79u/fD8Drr79umWXm7e1N9erVgdRlNGXLlrX8DPfr14969epZgpEZM2YQGhqavWAkMf1MkYTTYYT/92PC3nqHy3N/sfwbFjLsdW78tZewsRM4M+EDEs+n/owmXb7C2alfMLV3Px577DFiYlKbEc+YMYMhQ4YwZcoU/P39OXr0KDNmzKB58+ZUq1aNJ554ghYtWlCnTh2SkpL4448/qFOnDr6+vvTt29eyQ1nFihX54YcfqFKlCqVLl2bjxo0AHDt2jIYNG1KuXDlmzJiRg+960dGpUyeKFSvGggULrF2KiIjNUDAiYgMuXrzI6NGjqVy5Mn///TerV69m6dKlGTYNLe7tyZd/TeL+1rVxcnHMtGGlvYMdTq5O1GhchW/2TcGnbKm8fhp3tG3bNlxcXOjduzfOzs707NmTt99+2/L45XNX2bv+IPfy4XJCXAK7V+9Pd2zHjh306dMHNzc3GjRokKNGiXkhNjaWbt260bt3b1566SVrl5Mnbm68mmbTpk0kJSXRvn37284PDQ3l1VHD2ck6nKsbFPfxxN7p9pdBVw8XPEq6M2BkDwZPGIBLsfRb9NrZ2dGqVSsWLFhAjx49aNOmjeWxn3/+mYoVK9K0aVNcXFxYuXIlXZoHsTv53zAl2NjFOSOUa8Yl9hr/9nI4auzjrHEKgHDjFFuM5Ww2lhJqHMFkgk3ztgP/vkG92fjx4xk7diwjRoygVKlSJCSkBoA7d+6kQYMG+Pn58eyzzxbI2RVZZTKZbltOU1CDEUjdnSZt69UpU6Zw+fJlIDWwPHr0KADXr1/H1dXVEoy0atWKli1b4u3tTXR0NElJSZQoUSJb/66kGGaS//meGMnJXPxpNj6D+lPunbdIunKV2L//HSs2+DDlxo3BtXo1orenzoS69PMcijW4nwb/m4yDgwMTJkywnL9mzRpCQkLYs2cPVapUAVJ3Nps3bx5z585l1qxZXLx4kfPnz/P9998zceJELly4QHR0NGvWrLGMM2vWLPbt28fw4cP56KOPgNQlRQMGDCAkJIQrV65k75tdxKT1GnnnnXdu6y8jIiJ5Q8GISBEWGhrKyy+/TI0aNYiMjGTnzp3MmjWLevXq3fG6Yp5ufLBiDN8d+Iiuz7fHxd0FJxdHXN1dcHZ1wtnNiUeebMOXuyfx8eZ3Ke7tmU/PKHMHDhxI1z/jySeftDR3fe2116hYpQI7EteRYvz7S+Y5I5RgY1eWxr9knGNN1K90HdCJPXv2WI4fOXIEHx8fDMPg77//pkKFCrn0jHIuOTmZgQMHUrVqVT744ANrl5Nnbm68mubTTz9l6NCht211mZKSQs+ePYmLi6OkT0l+2TWTXh+3I8zzMM17N6Jh+3o0aFeXNoNaMPLHofwS8T1PjOuHi9u/+/OGh4ezbNkySxAyevRonnrqKX777Tcg9Wdh5MiRbNq0ia1bt/L2229z4MABoi7fICNeeBNDtOVn8goX8KUMKUYK5zhNI1rTjE6c5hixcbFcDMt8RyiAadOmUbx4cY4cOYKzszOJiYk8+uijzJgxg7Nnz3Lq1KlCv9tFYQtGFi9efMdznJycSEhIwM7OjhYtWlCqVCnGjRuHnZ0dfn5+REZGZjsYsTOZsP8naEm6eInkq1eJ+Oo7zox7j8SzZ0m6cMFybomO7THZ2+NcoTzm+HjM8fEkng3Ho3lTXBwdGTZsGCtWrLCc7+XlxWeffYa/vz/29qm7mNWvX58SJUrg7+9P+fLlcXNzw2w289FHH3Hu3DmeeOIJ/vjjDy5evGgZZ9SoUbi7u9OkSROi/ln288cffzB48GAcHBx4+umns/x8i6pHHnkET09PfvnlF2uXIiJiE9R8VaQIOnjwIJMmTWLFihX85z//4dChQ/j5+WV7nIBAP16a+hTPTXmCqCvRxEbF4erhimcpdxydsrbUJr9ERkam2yGmdOnSVK5cmR07dtCjRw/+98rnvD5pGFeIwPcOO+tkJMVI4RC7uZ+HqFe1Lmv2LaRBgwaW+wBMmjQJV1dXevXqlXtPKgcMw2Do0KHExsbyyy+/3BYQFBVRUVEcPXqUhg0bWo6FhoayefNmZs68fReXSZMmceDAARwdHVm7du0/n1YPY/369dStW/eO91q8eDF+fn4UK1aMV1991XLPp556iu7du1vOW7t2Ld26dbOEY7169WLNmjUkJWTc7NVkMuFt+HGNi7gZHjjjgpMpNYipbTQigjAiuUwySSSRSFzMnXuU1K1blzFjxli+Pnr0KKGhoXTo0AGAxMREDh06VKiXVd3aZ6QgByMPPfQQp0+f5syZM5QrVy7DcypVqsTZs2cpWbIkW7Zs4d1337UsXQkICCAyMhJPT09OnTpFQkICzs7OGY5zMyd7ewzTP597GQaOPt6UHT0CAHNiItz0/XLw/memXwb/Tvh7eNzWLLZx48a3bS2c9m/Mzf/WmM1mmjZtyoABAxg2bNht1wQGBt52zc3bFufn9u0FVVqvkWHDhtG3b19LECUiInlDrzwiRcgff/xB9+7dadeuHbVq1eLkyZNMnDgxR6HIzRwcHSjpV4Ky1QIo5V+iwIUiAI6OjpblA5C6pOLcuXP4+PgwbNgwjGTwwItksr9TQyzROOFMcVNJHMyOt4Uf33zzDd9//z3Lly9PtxOJNXz44Yfs2LGDX3/9FScnJ6vWkpd27NhBw4YN071R/PzzzxkyZAjFihVLd+6+ffsYN24chmEwdepUXFxc6NOnD7NmzbprKAKpn/xHRERw8uTJdMuSmjRpcsfr0t5UFvN0TXc8gX97ZPhSlstEcJkIfCkLQKxxg7/YhCPOVON+nEm93sv3zjOzbq3HMAyqVKlCREQEERERnD17lqFDh971+RZkhWnGiIODA507d7YspwEoVaoUISEhJCUlERkZafkZjo6OJjExkfXr11vOLVOmDNeuXcPe3p5KlSpx7NixLN3Xy9kF/skbHEv7Yk5IJO74CQyzmUs/zSb6z39nyZluCSDsXFxwKluGxJ27eazufXz66ad07tw528/96tWrnDx5kldeeQU3NzfWrl2b/j4ZBB+NGzdm9uzZpKSk8OOPP2b7nkVR+/btKVmyJHPnzrV2KSIiRZ6CEZFCzjAMVq1aRatWrRg0aBAdO3YkJCSEN998Ey8vL2uXl28CAwM5efKk5esNGzbwySefUKlSJUwmE17enjmePWFgkPZOw7Oke7pf6teuXcvEiRNZv369ZfaItfz444989913LF++HE9P6y9vyktbt25N11/kxo0bTJ8+nZdffjndefHx8XTu3Jnk5GQ6dOhA79696dy5M++//36GfUjuRbt27Vi2bBlhYWGEh4ezcOFCHnnkEeo0qUWiKR7DMIg2IrnGv0tiSuBDFNe4etNMpmgiccGVACoSTSTxxOLi7kzNB6tlq57q1asTExPDxo0bSUlJsSyrKcxunTFSULfr/eWXX3BxcWHu3Lm88sorfPLJJwBMnjyZ5s2b4+fnx4EDB7C3t+eLL77g2rVrVKlSJV2olzZjBLK3M43JZGJQnftwsrfH5OCA75OPc/W3JYS9/Q4mZyc8mze94/U+jw3k+s7dDGnegsTERMaNG5ft5+/t7c3gwYOpXLkyzz//PA888MBdg51PP/2U6dOnU65cORwcNKEZUv9bTpgwgQkTJpCcnMy56Ch+PRzM93t2M33fHhYdOczVuFhrlykiUiTolUekkEpJSeHXX39l4sSJJCYmMmrUKPr372/1GQvW0qFDB1544QXWrFlDkyZNmD9/Ph999BGTJk0CoM5DNbCzt4OMVzXcUTE8SCSeeOcb1GhZhfdmvM0TTzyBYRi88cYbzJkzx+q9RdasWcOIESPYuHEjAQEBVq0lP2zZsoURI0ZYvp45cyYtW7akYsWK6c57+eWXOX/+PCVLluSnn36ie/fuDBgwIE96GNSsWZOJEyfSsmVLDMNgwoQJ1K1bl/JvVeDjTz9il7EBNzzwuWkpl8lkwsMoTiw3cDalNnktiS9hHGczSymFH264E28fS+POWdtBKY2zszPz58/n+eef59y5czzyyCM8//zzufqc81vabihpCuJ2vUOGDLE0x71x4wYBAQE8+eSTQOryq6eeeird+VWrViUwMJDg4OB0xwMCAnBxcWHy5MlMmDAhXTDSqlUry24uN0s7Hh4dxU/7U7cid6lYgTIjXr3t3EpTp1j+7PFgIzwebJT6Z7/SvDrzR/6vSfrm3Dc/r4yOhYaGpvv/b7/9lm+//fa2+6Y9fuvzqFmzJnv33r59uq1r1bo1xevWoeO3X3LWMONgsiPJbMZkAgc7O5LNZtpWqsx/GjTifj9/a5crIlJoKRgRKWQSEhL46aefmDx5Mj4+Przzzjt06dLF5tdke3p6WnqqRERE8Oyzz+Lq+u8ShtrNa+Dk4ggZ98G8I3uTAzWNhuyO30TEzBNUq5b6yX1wcDAHDhyga9eulnP79u3LV199dc/PJzv27NnDY489xm+//ZYvWyNbW2JiIrt27aJZs2bAv1v03vp9X7duHdOnT8fe3p4NGzbwwgsvULlyZd59990s3yujN4NAhm9KAR577DEee+yxdMeKl/JkaL9X2fzLH5jNt7+Jr2lqmO5rR5MTjWht+drJxZFBb/Sy9BjIqKbx48dnWE+TJk3Yt29fho8VRoWpxwiAu7s7LVq0YOXKlQwYMCDDc8xmc4b/fpcpU4YDBw4AqTNGsrO8pIyHJ++1acdbv68jPjnrabCTvT21vH15qdGdl4lJ/ohNSuK5ZYuIbvUQl5MSwWQi8aatxhP/2bFm9ckTbAwNoXPV6nzYtgMONv77gIhITigYESkkoqOj+fbbb/noo4+oV68e06ZNo0WLFkW2uWZONGrU6LY3gWlvYE0mE59Mnsq3b8wkPja1F0mAqSIBVLxtnJImX0rim+6Yn31Z+vfrx+jZw9Mdt/ZWiiEhIXTr1o1vvvkmw+2Xi6K0rUKLFy8OpC5ncnJy4uGHH7acc+3aNYKCgjCbzUydOpWff/6ZS5cusWbNGqv8nXlsbF92LP3L8rOXHc5uznR9rkMeVFX4ZNRjJDkbb/ytoXv37ixevDjbwcjNIVB2ltKk6VWzNrFJSXywdVOWwhEXBwdq+/jyQ/deOKnRp9UlJCfTf8FcTly9QoLZnGGD3DRmwyAuOZnlx48SGR/HN117YKffDUREskWRskgBd/nyZcaOHUvlypXZtWsXy5cvZ+XKlbRs2VKhSDa1e+JhPL09UpfUZJOTmzNPjO+XB1Xl3OXLl+nYsSNvvvlmod5pJLtu3ab3008/5ZVXXkn396Fnz57Exsby8MMPY29vz9KlS/ntt9+ytKtHXqhQsyxv//Iazq5Zb4hrMoGrhwv/XT+uQGyJXRAUthkjAN26dWPVqlUkJiZm+LjZbM7w3/Kbn2tgYCDnz5/nxo3sTXl7rN79TOvWk/tL++Hi4IBDBvcp5uiIl4sLLzzQmNm9+uFhpb8jkt6ra1Zw8upVErIRvscnJ7P9TBj/3b4lDysTESmaFIyIFFBhYWEMGzaMatWqERERwR9//MHcuXO5//77rV1aoeVazIWPNk3AvUSxbIUjzm5OTFg0grLVCk7vjtjYWLp3707Pnj1vazha1N3cePX48ePs3LmTQYMGWR7//vvv2bRpEx4eHgwdOpT333+fFStWULJkSWuVDEDjTvV5b9mbuHq44Ox254DEpZgzxb09+XT7BwTeVzF/CiwESpUqRUxMDPHx8UDhCEYCAgKoVq0amzdvzvDxm7epvVmZMmUIDw/HMAzs7e2pUaMGhw4dyvb9m5Yrz8L+j7Js4OP0r1OP6qW8KePhQWWvEjxUrjwfdejMzmdeYGjjpjhqpkiWzZkzh4oVK1K2bFm+++67XB37dGQky3//nRMT3uf0m28Tuf53y2Pxoac5+/6k245H/7mLS7PmEpeczI/793IjkyAuzdy5cwv9LlUiIrlJS2lECpjDhw8zefJklixZwlNPPcXBgwdtoplmfildwYev9/yXEe3e4cq5a8TdiM/0XFd3F+wd7Hl/xWhqNcnejiB5KW2HkcqVK/PBBx9Yu5x8ZTab2bp1K1988QWQukXvM888Y+knc+bMGZ5//nlMJhPffPMNL7zwAkuXLqVy5crWLNvi/tZ1mBX6Faun/86C/y0lNjp1696UFDP29qmNRL3LlqL/iB606t8MFzd9en8zk8mEn58f58+fp1KlSoUiGIHULZ8XL15Mu3btbnsss6U0Hh4eQOoySk9PT8tymsaNG+eohsolSvJu69vvL9kXERHByJEj2bNnDzExMTRs2JBu3brh5+eXK+P/uH8vl9eso3j7trg3aog5Jsby2PV1v2d4/GZ2mFh05BCP1bs/03sMGDAg0+VdIiK2SMGISAGxa9cuPvzwQ7Zt28bQoUM5ceIEJUqUsHZZRZJP2VJMO/QJu1fvZ97kRRz58ziOzo4YZgOTnYm4mDicvRx5+b9P83C/pji7Fpw3p4Zh8MorrxAdHc28efNsrunu0aNH8fT0pEyZMkRFRTFz5kz+/vtvIPUNZosWLUhJSWHkyJG88cYbfP311zz44INWrjo9jxLu9Hm1G72GdyF421EiQi4SdyMeN09XKtQqS9UGBSPEKajS+oykbcVdWIKRTp068emnn962bCazYMRkMlmW09wcjIj1HT9+HE9PT7y9vfH29ubzzz/PtX5TCcnJzD90gJTYWBxKeGEymbB3d7c8bo7L+PjNYpOT+OavXXcMRkREJD3b+o1apIAxDIN169bRtm1bevfuTatWrTh16hRvvfWWQpE8ZmdnR+NO9fnf7+8w/chUxswZzqvfPc+bP7/C09/0J6LicToMblWgQhGAiRMnsm3bNhYuXIiTU9b7VRQVW7ZssSyjmT59Ou3bt6ds2bIAjBw5ktOnT1O/fn2WL1/Oa6+9Rq9evaxZ7h3Z2dlRt0VN2j/xMN1ffIR2j7VUKJIFN/feKIjb9WakVq1aODk5ZbhDUGbBCPy7nAZy1oBV8kb9+vWJjIxkwIABnDp1igEDBlCmTBlmzZpFpUqVKF26NP/9738t50+YMAF/f3/Kli3LzJkzgdTG4K1atbKcM2TIEGbMmMEPc2Zz5I3RxJ8K5cL3Mzg9eiyJFy4Ss/8Ap0ePve14Zs7fiObrb76hXLly+Pn5WbauTzNjxowMd7caO3YsI0aMoFSpUiQkpDaL3rlzJw0aNMDPz49nn322UPydExHJLs0YEbECs9nMb7/9xsSJE4mJiWHkyJEMGjQIR0dHa5dmk3zL++Bb3sfydYOkejz7f09z8eJFfH1973Bl/vrpp5/45ptv2L59O56ettmMM63xqtls5rPPPuOnn34CYP/+/UyZMgUXFxeKFy9OnTp1GD58uHWLlTxx8840hWUpjclksiynqV+/frrHMmu+Cve+M43kDXd3d3bs2MHIkSOpVasW48ePJygoiDfffJNt27bh4uJCvXr1CAoKwsXFhY0bN3Ls2DGuX7/OAw88wOOPP57p2M06dKD2lA859r9P8OrYAdeqVQBwKu1Lsfvqcv6zL9Mdz4xdSgrTZ8zgjz/+wMvLi0qVKvHiiy9almhlZtq0abz44oscOXIEZ2dnEhMTefTRR/n111+pVasWHTt2ZNGiRTbV8FtEbINmjIjko8TERKZPn06tWrWYPHkyY8aM4eDBgwwePFihSAHi6OhImzZtWL16tbVLsVizZg1vvPEGK1eutOmeM2mNV1esWIGXlxdNmzYlMTHRslVx+/bt8fDw4JNPPtGuTUWUv79/uhkjhSEYgX+37b1VZs1XIX0wUq5cOW7cuMGVK1fytE7JmrJlyzJr1iw2bdrE5MmTWbNmDV26dKFcuXL4+Phw9uxZqlatSvny5Zk6dSoff/wxTzzxBBcuXMhwvLRZGM729uTGfAzD3oEfZsxg1qxZDBgwgGvXrmXpZ6du3bqMGTMGH5/UDwuOHj1KaGgoHTp0oGzZsuzZsydHTYBFRAo6BSMi+SAmJoZPPvmEwMBAZs+ezZdffsmOHTvo0aOHzfWIKCw6derEypUrrV0GAHv37uWxxx7j119/pWbNmtYux2rCw8OJjo6mRo0afPrppwwbNgyTyUS3bt2IiYmhZcuWnDt3jjlz5mCv3TWKrICAgEI3YwSgefPmnDlzhtOnT6c7ntWlNCaTiTp16hAcHJzntcqdffnll7z77rsAPPjggwwcOJCoqKh0S0zWr1/PsWPH2Lp1K7169aJq1aqWZTQZSfvv7FusGIm50K/EuHaVju3a4ePjw9SpUy1LDu+mSZMm6ccxDKpUqUJERAQRERGcPXtWu9mISJGkd2Qieejq1au88847VKpUia1bt/Lbb7+xdu1a2rRpo0+zC7hOnTqxevXqXGuol1OhoaF07dqVr776ytJbw1Zt3bqV5s2bc/jwYQ4cOEC/fv1YsGABa9aswc/Pj7CwMJYtW0axYsWsXarkocI6Y8TBwYEuXbqwdOnSdMfvFIzcPGMEUj/N13Ia66tatSqzZs3i8uXLREVFsXXrVkqWLMny5cs5c+YMkZGRvPTSS8TExLBjxw4aNGhA//79WbBggWUMT09Pzpw5g2EY7Nu3j02bNgFQ0tWNBn73NivQwWSiXkrqLKPBgwezb98+zpw5k6OxqlevTkxMDBs3brTsiDZjxox7qk9EpCBSMCKSB8LDw3nttdeoUqUKYWFhbN68mQULFvDAAw9YuzTJorJly1KmTBl27txptRquXLlCx44dGTVqFL1797ZaHQVFWuPVzz77jOeee474+Hj69++Pvb09KSkpLFu2LNe2y5SCq7DOGIF/t+29WXaCEfUZKRjat29P//79qVevHjVr1qRXr1689NJLvP/++7Ro0YI6derw4osv0qBBA/r06cOhQ4cICAggNDQUd3d3jh07Rv369alXrx4PPvggH330UbqeHc81bISdKee/otvb2fP2kCct21svXryYwMBAjh07lu2xnJ2dmT9/PsOHD8ff3x93d3eef/75HNcmIlJQmQy1lhbJNceOHWPy5MksXLiQwYMH8+qrr1KuXDlrlyU5NHLkSJydnZkwYUK+3zsuLo527drRvHlzJk+enO/3LwjCjoQTfvw8cdFxuLi7MHTEi0z87AP69evH4cOHadKkCadPn8bLy4tff/2VNm3aWLtkyQcXL16kZs2aXLlyha+//pp9+/bx9ddfW7usLLlx4wYBAQGEhYXh5eUFpC65eP/999mwYcNt54eEhNCqVSvL8pvff/+dcePGsXnz5vwsW/KZ2TBo/sO3XIi5ke1r7U0m6pb2Y2G/QXlQmYhI0aVdaURywZ49e/jwww/ZuHEjL730EsePH6dUqVLWLkvuUefOnXn99dfzPRhJm65csWJFJk6cmK/3trakxCS2LtzJvMmLOHv0HPaO9hhmA0xQPLocXwz+iba1O/HRlI85ffo07u7ufPLJJwpFbIi3tzfR0dEkJCRgMpkK1YwRd3d3WrZsycqVKxk4cCBw5+araTvwpM0qSZsxYhiGlmMWYXYmEz9070nfBXOJTUrK8nUmwMPZmS86dcu74kREiigtpRHJIcMw2LhxI4888gjdu3enWbNmhISEMH78eIUiRUSzZs04fvx4prsI5AXDMBg2bBjXr19n+vTpNtWcNzT4DI9WeJGPn/uak/tCSYhLJDYqjrgb8cRFx2OPPTER8cTuMfjzf4cobl+S1157jcGDB1u7dMlHdnZ2lC5dmoiICOzs7ChsE19vXU5zp6U0Li4ueHh4WHYT8fHxwdHR0bKUSIqumj6+TA/qRTFHR7ISgTmYTJR0dWN+nwH432VLXhERuZ3t/MYtkkvMZjOLFy+madOmPPfcc/Tv35+TJ0/yf//3f7i7u1u7PMlFjo6OtG3bNl+37Z08eTJbtmxh4cKFODk55dt9re3EvhBeaTaayIuRxEXH3/HcpPhkHHGmkV0bBnV7PJ8qlIIkrfdGYesxAtCtWzdWrVpFYmIicOdgBNLvTAPqM2JLGgWUZfGAx2hbKRAne3ucM9hty9XBAWd7e7pVr8mKQU9QpaQ+mBERyQktpRHJoqSkJObMmcOkSZNwcXHhzTffpGfPntoWtIjr3LkzK1eu5Iknnsjze82cOZMvv/yS7du3U7x48Ty/X0FxNeIaI9pNuGsgcjOTyQTJMLLDu3x/8GNK+ZfIwwqloElbYlIYgxE/Pz9q1KjBxo0b6dChw12DkbQQ6P777wf+DUY6dOiQTxWLNVUuUZJvu/XgUmwMcw78zaoTx4hKSMDOZMLL1ZVeNWrRq2ZtPJ2drV2qiEihphkjIncRGxvL559/TtWqVZkxYwaffPIJu3fvpk+fPgpFbEDHjh1Zs2YNycnJeXqfdevW8frrr7Ny5UrKlCmTp/fKivHjx2Mymbh06RKGYeDu7s6QIUOyNcaMGTMYMGCA5eshQ4Zk2CRz4dTlxN/IPBSJM2LYaqzI8LH4mAQWfLQ0w8c2btxIq1atslWzFA6FecYIpF9OYzab79gvJKOdaQ4cOJDnNUrB4uNWjFcebMqKRwez9aln2fzkf1gy4DGG3N9AoYiISC5QMCKSicjISN5//30qV67M+vXrmTdvHhs2bKB9+/ZqemdDypQpQ9myZfN02959+/YxaNAgFixYQK1atfLsPjlx6NAhTp8+TUxMTJ6Mn5SYxLKv15KUmLPgKTkxmRXfriMxIesNCqXwK8wzRiA1GFmyZAmGYdyx+SpoKY2IiEh+UDAicovz588zYsQIAgMDOXbsGBs2bOC3337jwQcftHZpYiVpy2nywunTp+natStffvklLVq0yJN75FRgYCDBwcEEBwcTGBiYJ/fY9ttOzCn39sbWMAy2LNiRSxVJYVDYZ4zUrFkTFxcX9u7dm+WlNGlq167NoUOHCuXzFhERKagUjIj84+TJkzz//PPUrl2b+Ph49uzZw48//ljgPsGX/NepUydWrMh4Kce9uHr1Kh07duSNN96gT58+uT7+vapTp44lGKlTpw6Q2jgyICCAkSNHUqFCBZ599lkAVqxYQa1atfD392f8+PF3HPfmJS77fj/I7ugtnDNCAbhiXGC7sZpNxhKOGvvSXXfaOMYmYwk7jLUkGKlLb64bV9kYvYwe/+nCs88+e9cdSvbs2UODBg3w8/Nj+PDhpKSkAKSbBTZjxgzLsiGTycSQIUPw9fWld+/eeTZzRrInbcZIYduuN43JZLIsp8luMOLp6Ym3tzchISH5UaqIiIhNUDAiNm///v0MHDiQBx98EB8fH44ePcqnn35KhQoVrF2aFBBNmzbl1KlTRERE5NqYcXFxdO/ena5duzJs2LBcGzc3Va9encOHDxMcHEzNmjUBKFeuHG+++SYrV65k0aJFrFu3jkuXLjF06FBWr17NyZMnmT9/Pnv37gVg8eLF+Pn54efnx7x58267R+TFKMufE40EgtlFPZrQnM5c4xJXjNStkhOIJ4E4WtAVZ1yIIAyzYeYgO6nFAwxtM5JTp06xaNGiTJ9PUlISffr04b333iM0NJTg4GC+/fbbu34f6tWrZ9ke9bPPPsvy90/yzs0zRgrbdr1pbg5G7rQ889alNKDlNCIiIrlNwYjYrC1bttClSxc6depEgwYNOHXqFO+++y4+Pj7WLk0KGEdHR9q1a5dr2/ampKTw2GOPUa5cOSZNmpQrY+YFV1dXYmNjOX78uGUpTaNGjfDw8KB+/fqUKFECs9nMjh07CA8Pp1GjRlSuXJnz588THBwMpL75i4iIICIigv79+992DycXR8ufr3MFD4rjbiqOg8mBB2lHSXz/edQgkNrYmezwpCTJJBFLNPHEsJctfLZuEnv27OHQoUOZPp8jR47g5ORE586dcXFx4cUXX8xwJtCtb7SfeeYZ7O3tGThwIDt2aMlOQVDYe4wANGvWjPDwcC5cuJCtGSOgYERERCS3KRgRm2IYBsuWLeOhhx7iySefJCgoiFOnTvHGG2/g6elp7fKkAMut5TSGYTB8+HCuXbvGjBkz7viGqCDw9vYmKioKB4fU3d3TPtm++RNuwzBo3bq1JQAJCwujZ8+eWRrft4IPCaa4DB+7zlWiuAaAEy7Ym9LvMG9g4Io7rRyCmPLyZ5w9e5ahQ4dm+bmZTKYMZxvc+ul82jl3W/Ig+cfHx4fr169jNpsLbTBib29P165d2bVr1x1/rnx9fbly5QpJSf82GFYwIiIikrv0G57YhOTkZGbPns19993HW2+9xcsvv8yRI0d49tlncXFxsXZ5Ugh07NiRtWvX3vO2vf/973/ZtGkTCxcuxLkQbLFYq1YtatSoccdzmjRpYpmtER8fT9u2bVm/fn2m53t6enLmzBkMw8C/YUmuGZcAKE4poonkhnGdFCOFE/xNAqmhiYnblxoUw4MUkolyuELrQQ/x6KOPMmPGjEzvW6NGDRITE1m9ejXx8fF89dVXdO7cGQAPDw9Onz5NVFTUbWN8++23pKSkMGfOHJo1a3bH74XkDzs7O3x9fS3hSGHVvXv3uwYjDg4O+Pr6plvKp2BEREQkdykYkSIt7c1PtWrV+Oabb5g0aRJ79+5lwIABlk/ARbIiICCA8uXL8+eff+Z4jNmzZ/PFF1+wYsUKvLy8cq+4PFSzZs27BiO+vr5MmzaNHj16UKFCBVq0aEH37t0zPb9+/frUq1ePBx98kHlL5lDJqyoATiZnatGIv/mDbaykOKXwNZXJdBw7kz31aMIx/uahjk1xd3fn+eefz/R8R0dHFixYwKhRo6hQoQI1atTgueeeA2DMmDF06tSJAQMGMGDAgHTXhYeH4+/vj729PS+++OIdvxeSfwICAoiMjCzUwUiHDh04efLkXQPXW5fT1KxZkxMnTpCYmJjXJYqIiNgEk1FYu5aJ3MH169f56quvmDp1Kg888ABvvvmmPumVezZ69GhMJhPvv/9+tq9dv349gwYNYsOGDdSuXTsPqiu8Ns7bxv+e+Yr4mIRsX+tSzJn/++Y52gzKm62OM1tuI9YXFBRErVq1CA4OZsmSJdYuJ8fq16+Pm5sb27Zty/ScoKAghgwZkm6JWo0aNfj111/174mIiEgu0IwRKVIuXLjA6NGjCQwM5ODBg6xZs4alS5cqFJFc0alTJ1auXJnt69J2Ppo/f77exGSgZd+mNOxwH06uTtm6zsnVifpt6tJqQPM8qkwKsoCAAK5du1aoZ4wANGjQ4La+NrfSzjQiIiJ5S8GIFAmhoaG89NJL1KxZk+vXr7Nr1y5+/vln6tata+3SpAhp2rQpISEh2dq29/Tp03Tp0oXPP/+chx9+OA+rK7zs7OwYPXs49z1cCxe3rPVdcXZzps5DNXhr3v/laUNUzRYpuPz9/bl27Vqh/2903333ce7cORISMp8xpZ1pRERE8paCESnUDh48yOOPP07Dhg3x9PTk8OHDfPHFF1SqVMnapUkR5ODgQPv27Vm1alWWzr969SqdOnXi9ddfp1+/fnlcXeHm5OzIu0tH0W9Ed4oVd8PVI+OmyK7uLrh5utLn1a58sGI0Ti7Zm2UiRUdRmTHi4eGBl5cXGzduzPQcBSMiIiJ5S90npVD6448/+PDDD9m1axfDhg3j888/p3jx4tYuS2xAx44dWTJzOR7XvLkRGYOjsyMl/UvQvEcjPEq4W86Lj4+nR48edOrUieHDh1uv4ELE3t6ex8f2Y8Conmz7bSe//G8p505GkBiXiJOrE/6VfOnzWnce6vUgTs6O1i5XrMzf35+rV69SqlQpa5dyT8xmMxUqVGDx4sU88sgjGZ4TEBCgpTQiIiJ5SM1XpdAwDIPVq1fz4YcfEhYWxogRIxgyZAiurq7WLk1sQHxsAhtmbWHWh79yPjQCFycXkhKTsbO3w8nFEXOKmYd6PUifV7tR+b4KDBgwAHt7e2bPnp2nSz1EbNXevXvp3bs3gYGBrF271trl5Nh3333H6tWr2bFjB2fOnMFkun1r6gMHDjBgwACCg4Mtx5KTk/H09OTy5cu4ubnlZ8kiIiJFjmaMSIGXkpLCggULmDhxIsnJyYwaNYr+/ftru13JNxGhF3mt1TiirkQTH5OAPQ4kJaZur2lOMVt2U9k4dxvbftuJRx0nLrteZtXqVQpFRPLAwYsX+PncGRK7dORsyRI8u3QRjcuUpU+t2ni5FK6w3DAMSpQogZubG3/99RcPPPDAbedktJTGwcGBatWqcfjwYRo2bJhf5YqIiBRJemcpBVZCQgI//fQTkydPxtfXl3fffZfOnTvrjabkq4thl3ix0UhirsVgNt95gp3ZbJAQl0jc7ni6P9sfZ+esNRIVkbszDIPFRw/z5e4/CY+KIiElBaeqgSQA60JOsvXMaab8sZUOlaswtHFTqhaSJTZmsxl7e3uCgoJYvHhxhsFIyZIliYuLIzY2Nt3skDp16nDgwAEFIyIiIvdI7zClwImOjmbKlClUrlyZ3377jWnTprF161a6du2qUETyVUpyCq+1Hk9MZOxdQ5Gb2Rl2rJ+5hTU/bcy74kRsSGJKCkNXLWPMhrWcuHqVuORkzLesBI5PTiYxJYUVJ47RY97PrA85aaVqs8dsNmNnZ0dQUBBLlizJ8ByTyaQGrCIiInlI7zKlwLh06RJjx46lcuXK7N69m+XLl7NixQpatmyZ4ZprkXu1d+9eateujZ+fH2PGjGHjxo20atXK8vj2Jbu5fjkKc0rqrhcRxhmOGHtvG+eqcZHdxsZ0xxJiE5n+1hwMw2D8+PGMHz/e8tipU6do1qxZXjwlkSLHMAxeWbWMDSGniEtOvuv5ZsMgLjmZoSuXseV0aN4XeI/MZjMmk4mmTZty/vx5QkJCMjxPwYiIiEjeUTAiVhcWFsawYcOoXr06Fy5c4I8//mDu3Lncf//91i5NirDk5GT69OnDhAkTOH36NOvWrSMxMTHdOfMmLyIuOt7ytZ+pHDVM9bN8j5jIWPZvDE53bMKECdStW5dTp07d2xMQKeBmzJiBs7MzpUqVwt/fn4kTJ+ZonJ/272XL6VDisxCK3Cw+OZkXVizhSmxsju6bX9JmjNjb29O1a9dMZ40oGBEREck7CkbEag4fPsyQIUOoX78+zs7OHDx4kG+++YYqVapYuzSxAdu2bcPFxYXevXvj7OxMz549efvtty2Pnz12jpADYfd0j7gb8fwyJf2bnLFjx6bbWUKkKOvZsydXrlxh//79TJ8+nR07dmTrerNh8OXunRx7+x2SrlzN9v3NZoO5wX9n+7r8ZBiGZZloWp+RjJQpU+a2LXvLly/P9evXuXbtWp7XKSIiUpQpGJF8t3PnTnr16kWrVq2oWrUqJ06cYPLkyQQEBFi7NLEhBw4coEaNGpavn3zySZ577jkAXnvtNWo2qMGOhHWkGCmWc84ZoQQbu7I0/iXjHFuM5Xy+Zgp79uzJ3eJFChlfX1+6dOnCpk2bsnXdtrDTxCYl3v3ETMSnJDN93x5SzOYcj5HX0maMALRv357du3dz9ertIVBGM0bs7OyoXbu2wlYREZF7pGBE8oVhGKxbt462bdvSt29fWrduTUhICGPGjKFEiRLWLk9sUGRkJO7u7pavS5cuTeXKldmxYwflypVj1v/mk2QkcoWIbI+dYqRwiN3UoylNXduxb9++XKxcpPCys7Pj559/pmLFilSoUIEZM2YAWPr7vPbaa5QoUYKWLVsSFxfH6++9y6E33iT5WiTnpnzM6dFjMSckcG3las5/+S1h497lyq+LOPvhf4n46lsAEk6HEf7fjwl76x0uz/2F+KQktp8NY/z48YwdO5YRI0ZQqlQpEhJSt9nes2cPDRo0wNvbm0cffZTExESOHTtGpUqVLHVPnTqVl156KU++JzcHI25ubrRu3ZoVK1bcdl5GwQhoOY2IiEhuUDAieSolJYVff/2Vxo0b88orrzB48GBOnDjB0KFD0205KJLfHB0dLW+MADZt2sS5c+fw8fFh2LBheBT3oLh9SZJJyvbYsUTjhDPFTSVxd/WgV69euVm6SKETHh7OsmXLaNasGSNHjmTTpk1s3bqVt99+mwMHDgBYQsmIiAgiIyNZuXIlrg81o8IHE3Ao4UXA6/9HhQ8mYPfPNtgmOzu8+/bixp69+L34LHFHj2MkJ3Pxp9n4DOpPuXfeIunKVSL3/c2Z69cBmDZtGsWLF+fIkSM4OzuTlJREnz59mDRpEuHh4Vy7do0ff/yRatWq4e7ubgk1lyxZQt++ffPke5PWfDVN9+7dM1xOk9FSGlAwIiIikhscrF2AFE2JiYn8/PPPTJ48meLFizNmzBi6d++u7XalwAgMDGTBggWWrzds2MDKlSupVKkSJpMJ3/LekPUdetMxMIDUNzo+ZUtiZ5dy5wtEiqjFixfj5+dHsWLFePXVV9mzZw/dunWjQoUKAPTq1Ys1a9bQsGFDSyhpMpmoX78+UVFRxKdkHkw6ly+HydkZp9KlcSheHAyDpIuXSL56lYivvgPASEkm/vx5YpNSx6lbty5jxoyxjJEWkLRv3x6AZcuWWR7r06cPixYtolKlShw7doyWLVvm+vcH0vcYAejatSuvvvoqCQkJOP8TAkHmM0bq1q3LokWL8qQ2ERERW6F3qZKrbty4wccff0xgYCBz587lq6++YseOHfTo0UOhiBQoHTp0IDQ0lDVr1hAVFcX8+fN55513LD+nNZtUxcHJPkdjF8ODROJJdI2l7VMt9KZFbFZQUBARERGcPHkyw6UoJpMJw0hNINNCybTjAG6OjpkPbrrl/wEMA0cfb8q/N47y742j3Dtv493qYdydnABo0qTJbcOk3R9Sm4Jv3LgRgN69e7No0SJWrlxJt27d8uw17OalNJC6rK9OnTr8/vvv6c5LC0Zurhf+nTFy63ERERHJOr1TlVxx5coV3nnnHSpXrsz27dtZtGgRa9asoXXr1ummCIsUFJ6enqxYsYIRI0ZQrVo1+vbti6urq+VxOzs7KtQqh4NT9ifW2ZscqElDdsZtZPTU16lWrVpuli5SaLVr145ly5YRFhZGeHg4Cxcu5JFHHgHIMHio6e2DCbArVozkq1cxzGZSYmIyHd+xtC/mhETijp/AMJu59NNsrv+5k8CSJTM8v3r16iQkJLB27VpSUlKYMGEC+/fvB1IDh4SEBD7//PM8W0YDtwcjkPHuNO7u7jg6OhIZGZnuuK+vLyaTiQsXLuRZjSIiIkWdltLIPTl79iwfffQRM2bMoFevXmzZsoXq1atbuyyRLGnUqNFtjVHTPi0GWLpmMYPKP098UmovkgBTRQKoeNs4JU2+lMQ33bGybpV4/rlneeGjIbedX7FiRSIist/UVaSwq1mzJhMnTqRly5YYhsGECROoW7duur93N3uqfkM2nQ6lRKdHuDRrLkZ8AqX6Zt6zx+TggO+Tj3Nl/q8kX7+Oa43qVGrXlgf8y7A8g/OdnJz45Zdf+M9//kN4eDidO3dON7Old+/efPfdd3m2jAYyD0batGnDF198ke6xtFkjNzctN5lMllkjfn5+eVaniIhIUWYyNPdScuDYsWNMnjyZhQsXMmTIEF599VXKli1r7bJEct2uVXt5p/cUEuKyvmWog5MDleqW55Ot7+HkfIelACJyR4Zh0PrHaYRFXc/R9a4ODoxo3pLB99XP9rWJiYnMmzeP7du389VXX+Xo/lkxYcIEkpKSePfdd9Mdr1GjBjNnzqRRo0aWY23btmXUqFGWnihphg4dSmBgIMOHD8+zOkVERIoyLaWRbPnrr7/o27cvDz30EOXKleP48eN89NFHCkWkyGrUsT6jfn4FZ1enLJ3v7OpElfsrMnntWIUiIvfIZDLxf02a4eqQswmuTvb29KpRK0fX9unTh7feeivPw4Zbm6+myWg5jXamERERyRsKRuSuDMPg999/p0OHDgQFBdGsWTNOnTrFuHHjKFWqlLXLE8lzD/V8kI+3vEujjvfj6OKIYwaBh6uHC56lPBg4uhcfbZ6Au1cxK1QqUvQE1ahFv1p1sx2OuDk68lPPvnjctLNLdixZsoTTp0/n+fLQjJbSQMbBSGY70ygYERERuTfqMSKZMpvNLFmyhIkTJ3Lt2jVGjhzJY489hpNT1j45FylKqjaozAcrxnA5/ApLv1rDnvUHiImMwdHZEZ9ypejybHsad66PvX3OdrIRkcyNfbg1ro6O/Lh/D/HJyXfcSdvZ3h5newd+7NmHur6l863GnDKbzThkEPo8+OCDXLx4kVOnTlG5cmUgNRg5duzYbefWrl2b4ODgTEMWERERuTMFI3KbpKQk5syZw6RJk3B1deXNN9+kR48eesMnAniXKcWT7w3kyfcGWrsUEZthMpkY0bwFrSpW4pu/drL9TBgACSkplnMcAXNyMv9p9CCP16uPT7HCMWsrszDD3t6erl27snjxYv7v//4PSF1Kc+s2vgBeXl54eXlx+vRpKlWqlOc1i4iIFDUKRsQiNjaWadOmMWXKFKpUqcLUqVNp27atttsVEZECoXGZsjQuU5aLMTdYcvQI4dFRxCQmUsrVjQourjzf4RGeP3sWNzc3a5eaZWazOdPX2aCgID7++GNLMJLZUhr4dzmNghEREZHsUzAiXLt2jS+//JLPPvuMZs2a8csvv9C4cWNrlyUiIpIh32LuPNPggduOT2/UiKVLl9K/f38rVJUzmTVfBWjXrh2PPfYYV69epWTJklkKRrp165aX5YqIiBRJWohqw86fP8+IESOoUqUKx48f5/fff2fhwoUKRUREpFAaOHAgc+bMsXYZ2XKnviBubm60adOG5cuXA+Dv78+FCxdIuWkJURo1YBUREck5BSM26OTJkzz33HPUrl2bhIQE9u7dy4wZM6hZs6a1SxMREcmxnj178vvvvxMZGWntUrLsbg1Tb96dxsnJCS8vLy5dunTbeQpGREREck7BiA3Zt28fAwcOpEmTJpQuXZqjR48ydepUypcvb+3SRERE7lnx4sVp27YtCxcutHYpWXanHiMAXbt2Ze3atcTHxwOZ9xmpWbMmx44dIykpKc9qFRERKaoUjNiALVu20LlzZ7p06ULDhg05deoUEyZMwMfHx9qliYiI5KpBgwYxe/Zsa5eRZXfqMQLg4+NDvXr12LBhA5C6M014ePht57m5uVG2bFlOnDiRZ7WKiIgUVQpGCpC4G3FcDLvEpbNXiI9NuKexDMNg2bJlPPTQQzz11FP07NmTU6dO8frrr+Ph4ZFLFYuIiBQsXbp04a+//iIiIsLapWTJ3ZbSAHTv3t2ynOZODVjr1q2r5TQiIiI5oF1prCwxPpFNv/zBvEmLOHvsPI5ODhgYJCcmU6tpdfqPCOKBjvdjb2+fpfGSk5OZN28ekyZNwt7enlGjRtGnT58sXy8iIlKYubq60q1bN+bPn88rr7xi7XLuKivBSFBQEA8//DBfffVVlnam6du3b16UKiIiUmRpxogVrZy2nj6+T/PZS99z+tBZUpJTiI9NICE2kZRkMwe2HOb9QZ8wIOBZ9qz7+45jxcXF8eWXX1K1alW+/fZbJk+ezJ49e+jfv79CERERsSmFaXearAQj1apVw8vLi927d2e6lAbUgFVERCSnFIxYyfSxc/li2A/E3Ygn7kZ8pufFRccTeSmKt4MmsWHOltsev379OhMnTqRy5cqsWrWKWbNmsWnTJjp27HjHZm4iIiJFVbt27Thx4gSnTp2ydil3dbfmq2nSdqfJyowRERERyR4FI1aw5KvV/PrRMhJiE7N8TWJcIh898zV7NxwA4MKFC7z55psEBgYSHBzMmjVrWLJkCc2aNcurskVERAoFR0dH+vbty9y5c61dyl3drflqmqwEI1WrViUsLIy4uLjcLlNERKRIUzCSQ02aNGHjxo3Zvi7megzfvP4TCbEJBBu7OGeEZvnahLhEPnxsKi+++CI1a9YkOjqaXbt2MXPmTOrWrZvtWkRERIqqwrKcJitLaQDuf6Ah13y9eXPfbiJ7B/HAd1/y8IzvGb5qOQcuXgBSA6GqVaty5MiRvC5bRESkSFEwks/W/LQJO7ucL3G5HHEFu+tOHD58mGXLlmU4/bZVq1Y5Cm1ERESKiubNmxMZGVngl5bcLRhJSE5m8rYtPDjtG9y6deb4jWjsintyNS6OM1HXWXb8KAMWzKX9zOmsDzmp5TQiIiI5oGAkHxmGwS9TlhAfk/OteO1xwPOaL6VLl87FykRERIoWOzs7BgwYUOBnjdwpGIlKiKffgrlM37eHG4mJpGTQTN1sGMQlJ3Py2lWGrlxGcv37OHDgQF6XLSIiUqQoGLlHP//8MxUrVqRChQrMmDEDgI0bN9KqVStee+01SpQoQcuWLYmLi+P8qQscjNjLZmMpO431xBNrGSfY2MVZ4yTBxm62Gassxy8b5/nDWM1mYxknjWAAFq7+BW9vb86cOUODBg3w9vYmJiaG3377DW9vb7Zt20ZQUBDe3t6W6bTHjx+nZcuW+Pn50bt3b2Jj/723iIhIUZS2nMYwDGuXkqnMmq8mJCfzxKJfOXL5EgkpyVkaKz45mf0ujmyOiszlKkVERIo2BSP34MiRI4wcOZJNmzaxdetW3n77bcunNDt27KBcuXJEREQQGRnJypUrOXboOEeS9tGINtThQaK4mm68EI7gRSka0waARCOBo+yjPi1oTkcucpYo4xoV7atzJvQM5cqVY8+ePVy+fJlixYrRs2dPLl++TPPmzVm8eDGXL1+mRo0aADz++OOMGTOG8+fP4+HhwTfffJO/3ywREZF8Vr9+fZycnPjzzz/z7Z7jx4/Hzc0NHx8fypcvb/nQJDOZNV/9cvefHLt8mSSzOVv3TzIMLlStTGjktWxdBzB58mS8vb1xcXHB3d0db29vNmzYkO1xREREChsFI1l05MgR1qxZk+7YhQsX6NatGxUqVKBcuXL06tXLco6Pjw/Dhg3D2dmZ+vXrExUVxcEjByhh74OrqRhuJndKkn45jDf+lDFVwtHkBMB1rpBAHDtZzzZWkkA8MURlu/bo6Gh27tzJ4MGD8ff3Z9myZWrMJiIiRZ7JZLJKE9ZXXnmFS5cusW3bNt544w0uX76c6bkZLaVJSknhx/17ic/iTJHbmEx8u3NHti8bMWIEly9fZsCAAUyZMoXLly/Tpk2bnNUgIiJSiCgYyaKDBw/y9ddfW76Oi4vDy8sr3Tkmk8kyXbdSpUqWqbFp/+9SzAXuMJ23OCVvO1YCH1qautHS1I2H6IwvZTAMI3WsLDIMAxcXFyIiIoiIiCA8PJyJEydm+XoREZHCauDAgcyfP5+UlJR8v3e5cuUoU6YMJ0+ezPScjIKRdSEnScnmTJGbmRwc+O3YEeKTk3I8hoiIiC1RMJJF9913H7t27eLq1aucOHGCCxcu0K5dO5YtW0ZYWBjh4eEsXLiQRx55BCDDabFtO7Um0rhCvBFLnBHDVS7e8Z7FKUk0kdwwokgxUtjDZq5ykftb18ZkMuHt7U1ISAhms5krV65Yrks7DnDp0iU8PT2pXbs2P/74I5D6idC7776bW98aERGRAqtatWoEBARYZbe2Q4cOcebMGapUqcILL7xA6dKlqVy5croZqIsWLeLw4cO0bt2awYMHA/Dz3/sIX7WGsLHvcua9icQeOgxA9J+7uPjTLC7+NIvTo97iwrQfLR/IRO/YyZl3PyRs7ASitu/AMJv5PTSEd999Fz8/P/z8/NIto83suIiIiC1SMJJFVatW5dVXX6Vu3bq0bduWL774gtq1azNx4kRatmxJs2bNmDBhAnXr1s10jEqVKvF40BB2soH9bMed4ne8p5PJhZo05G+2s40VeOFNeY/K9HsjCIAJEyYwZMgQSpUqle6XrFGjRjFx4kRKlCjB9OnTgdQmsd999x0+Pj6cOHGCsWPH5sJ3RUREpOAbOHAgs2fPzrf7ff7555QuXZratWvzyiuvcOLECS5evMjZs2eZNWsWb731VrrzZ82axbvvvsvnn38OQPCff3Ljz12UGfkqpZ8azKVZ80iJigYgdv8Bit1Xj3LjxhB/KoTEs+Ekno/g+u+bCHhtOGVGvErkqjXEX7/OyfBw3n//fY4cOcK+fftYuXIlAFevXs3wuIiIiK0yGQW5VXsRFH3tBgPKPEtifM6mt5byL8HsM19nurWfiIiIpHf27Fnuu+8+zp07h7Ozc57ea/z48cTHxzNx4kRCQkJo1aoVP//8Mw4ODixdupR169Zx8eJFQkNDAShWrBjPPPMMU6dOtYxR5pH2xDk54dU+tb/Hhe+m496oIeaEBKL/+JOA4S8DcP7TL/Hq1IHE8xFcW7ocO+fUZbbmpCRKPzOEsU8M5qunn6Vx48Y88sgjdO7cmWLFimE2m7n//vtvO55myJAhNGnShOeffz5Pv1ciIiIFhd5d5zOPEu489f4gnN2y/4uZs6sTr017QaGIiIhINpQtW5Y6deqwatWqfL1vpUqVePDBB9m4cSMvv/wyDzzwAF9++eVt51WvXj3d14729ulPMAGkfo7l6F3qluOAYeDe6AHKvzeO8u+No9y4MTgF+OPl6sbOnTvp06cPmzdvpkGDBiQmJmJnZ5fhcREREVuld9hW0Pv/utL1uXbZCkecXZ146bOnaNSxfh5WJiIiUjRZY3ea8+fPs2PHDqZPn07btm3p1q0b8+bNu+28Wz/weKh1a2L+2kNKTCyJ5yNICA3DpXLl1AdNptuud61ahdjgwyRfv05KbBzn/vsRyZeuYD4TTsuWLWnevDnvv/8+586d4+rVqxw7dizD4yIiIrZKwYiVPP+/ITz9wSCcXZ1wKZZ5QOLq4YK7VzHemvcqnZ5qm48VioiIFB19+vRh5cqV3LhxI8/v9emnn1KqVCnq169P//79mTdvHgsWLKBSpUrY2dlx6dIlrl+/DqTuHGe6JeyY8Mx/KP5gY8In/Y8L38/Ae1A/7D09Mr2fU4A/JTq259zHnxH+4X/xbNGcYiW98Hd2pk2bNgQGBlKlShVefvll/Pz8qFatWobHRUREbJV6jFhZ3I041s/ayrzJi7hy7ioOjg4YQHJCEpXvq0D/ET1oFtQIB0cHa5cqIiJSqHXu3JlHH32URx991NqlWAQFBfHUU08RFBSU7nivebPYdyEiR2O6OTpSJSycNv5leOWVV3KjTBERkSJN77atzNXdla7PtafLs+24fjmKG9diMNmZ8CzlgUcJd2uXJyIiUmQMGjSIOXPmFKhgxGw2Z9g7bGTzljy5ZCHxycnZGs/eZMLLxYW25SpwYN++XKpSRESkaNNSmgLCZDLh5VOcstUCKFPFX6GIiIhILgsKCmLLli1cuXLF2qVYZBaMPFi2HGNbtsbFIeufYdmbTHg4OzO3d3/ur1uXgwcP5mapIiIiRZaCEREREbEJHh4ePPLII/z666/WLsUis2AEYECdekxs2wEXBwecbt2p5hbFHB3xc/dg6YDHKetZnNq1a3Pw4EG0YlpEROTuFIyIiIiIzbDG7jR3Yjabb2u+erPu1Wvy+xNP82yDByju7EwxRydcHRxwtrfHzdERFwcHann78EHbDqx/4inKeHoCULJkSTw8PAgLC8uvpyIiIlJoqceIiIiI2IxOnTrx9NNPEx4eTpkyZaxdDoZhZDpjJE1pd3debfoQQxs35Y+zZzh/I5r45CQ8nVyo5etL9VLeGV5Xp04dDh48SIUKFfKidBERkSJDwYiIiIjYDBcXF3r06MG8efN49dVXrV3OHZfS3MrR3p6WFSpmeey0YKRLly45rE5ERMQ2aCmNiIiI2JSCtJwmO8FIdqUFIyIiInJnCkZERETEprRu3ZozZ85w/Phxa5eiYERERKQAUDAiIiIiNsXBwYG+ffsyd+5ca5dy1+ar96JWrVocPXqU5OTkPBlfRESkqFAwIiIiIjZn0KBBzJ492+rb2Wal+WpOFStWDH9/f06ePJkn44uIiBQVCkZERETE5jRp0oT4+Hj2799v1TrycikNaDmNiIhIVigYEREREZtjMpkYMGCA1ZuwKhgRERGxPgUjIiIiYpMGDhzI3LlzMZvNVqshr4ORunXrKhgRERG5CwUjIiIiYpPq1q2Lu7s7f/zxh9VqyMvmq6AZIyIiIlmhYERERERskslksjRhtZa8bL4KUK1aNUJDQ4mPj8+ze4iIiBR2CkZERETEZg0YMIBffvnFalva5vVSGicnJwIDAzl69Gie3UNERKSwUzAiIiIiNiswMJBKlSqxfv16q9w/r4MR0HIaERGRu1EwIiIiIjZt4MCBVtudJq97jICCERERkbtRMCIiIiI2rV+/fixevJi4uLh8v3de9xiB1GDkwIEDeXoPERGRwkzBiIiIiNi0gIAAGjRowIoVK/L93lpKIyIiYn0KRkRERMTmWWs5TX4EI5UqVeLSpUtERUXl6X1EREQKKwUjIiIiYvN69+7N2rVr8z08yI9gxN7enpo1a3Lo0KE8vY+IiEhhpWBEREREbF6JEiV4+OGHWbRoUb7eNz+ar4KW04iIiNyJghERERERUpfTzJ49O1/vmR/NV0HBiIiIyJ0oGBEREREBunfvzo4dO7h06VK+3TM/ltKAghEREZE7UTAiIiIiAhQrVozOnTvzyy+/5Ns9FYyIiIhYn4IRERERkX/k9+40+RWMlClThvj4+HydDSMiIlJYKBgRERER+ccjjzzCoUOHCAsLy5f75VfzVZPJRN26dQkODs7ze4mIiBQ2CkZERERE/uHk5ESvXr2YO3duvtwvv5qvgpbTiIiIZEbBiIiIiMhNBg0alG/LafJrKQ0oGBEREcmMghERERGRm7Rs2ZILFy5w5MiRPL+XghERERHrUzAiIiIichN7e3v69++fL7NG8jMYqV27NgcPHsQwjHy5n4iISGGhYERERETkFmm70+R1iJBfzVcBvL29cXV1JTw8PF/uJyIiUlgoGBERERG5RaNGjTCbzfz11195ep/8bL4KqctpDhw4kG/3ExERKQwUjIiIiIjcwmQyWWaN5KX8XEoD6jMiIiKSEQUjIiIiIhkYOHAg8+bNw2w259k9FIyIiIhYn4IRERERkQzUqlWLUqVKsWXLljy7R372GAEFIyIiIhlRMCIiIiKSibxeTpPfPUZq1arF4cOHSUlJybd7ioiIFHQKRkREREQyMWDAABYsWEBiYmKejJ/fS2k8PDwoXbo0p06dyrd7ioiIFHQKRkREREQyUbFiRapXr87atWvzZPz8DkZAy2lERERupWBERERE5A7ycjmNghERERHrUzAiIiIicgd9+/Zl2bJlxMbG5vrY+d18FRSMiIiI3ErBiIiIiMgdlC5dmsaNG7Ns2bJcHzu/m68C1K1bV8GIiIjITRSMiIiIiNzFoEGDmD17dq6OaRgGhmHk+4yR6tWrc+rUKRISEvL1viIiIgWVghERERGRu+jZsye///47kZGRuTZmWiiS38GIs7MzlSpV4tixY/l6XxERkYJKwYiIiIjIXRQvXpy2bduycOHCXBvTGo1X06jPiIiIyL8UjIiIiIhkQW7vTmONxqtpFIyIiIj8S8GIiIiISBZ07dqVXbt2ERERkSvjWaPxahoFIyIiIv9SMCIiIiKSBa6urnTv3p358+fnynhaSiMiIlIwKBgRERERyaLcXE5jzWAkMDCQ8+fPc+PGDavcX0REpCBRMCIiIiKSRe3atePEiROEhITc81jW7DFib29PjRo1OHTokFXuLyIiUpAoGBERERHJIkdHR/r06cPcuXPveSxrzhgBLacRERFJo2BEREREJBtyazmNNZuvgoIRERGRNApGRERERLLhoYce4tq1a/ccKmjGiIiISMGgYEREREQkG+zs7BgwYMA9zxpRMCIiIlIwKBgRERERyaaBAwcyd+5cDMPI8RjWbL4KUK5cOW7cuMGVK1esVoOIiEhBoGBEREREJJvq16+Pg4MDO3fuzPEY1u4xYjKZqFOnDsHBwVarQUREpCBQMCIiIiKSTSaTiYEDBzJ79uwcj2HtpTQAdevW1XIaERGxeQpGRERERHJg4MCBzJ8/n5SUlBxdXxCCEfUZERERUTAiIiIikiPVq1cnICCAjRs35uh6BSMiIiIFg4IRERERkRwaOHBgjnensXbzVfg3GLmXJrIiIiKFnYIRERERkRzq378/v/32GwkJCdm+1trNVwF8fHxwdHTk/PnzVq1DRETEmhSMiIiIiORQuXLlqF27NqtWrcr2tQVhKQ1oOY2IiIj1X41FRERECrFBgwblaDmNghEREZGCwfqvxiIiIiKFWJ8+fVi5ciU3btzI1nUFKRg5cOCAtcsQERGxGuu/GouIiIgUYt7e3jRv3pwlS5Zk67qC0HwVNGNEREREwYiIiIjIPcrJ7jQFofkqQO3atTl06BBms9napYiIiFiF9V+NRURERAq5Hj16sHnzZq5cuZLlawrKUhpPT0+8vb0JCQmxdikiIiJWYf1XYxEREZFCzsPDg0ceeYRff/01y9cUlGAEtJxGRERsW8F4NRYREREp5LK7nKag9BgBBSMiImLbFIyIiIiI5IJOnTqxf/9+wsPDs3R+QekxAgpGRETEthWMV2MRERGRQs7FxYWgoCDmz5+fpfO1lEZERKRgKBivxiIiIiJFwKBBg5g9e3aWzi1IwUiNGjU4ceIEiYmJ1i5FREQk3xWMV2MRERGRIqB169acOXOG48eP3/XcghSMuLq6UqFChSzVLSIiUtQUjFdjERERkSLAwcGBvn37Mnfu3LueW5Car4KW04iIiO1SMCIiIiKSi9J2pzEM447nFaTmq6BgREREbFfBeTUWERERKQKaNm1KbGwsf//99x3PK0hLaUDBiIiI2K6C82osIiIiUgSYTCYGDhx41yasCkZEREQKhoLzaiwiIiJSRAwcOJC5c+diNpszPaegBSNVqlQhPDyc2NhYa5ciIiKSrwrOq7GIiIhIEVG3bl3c3d35448/Mj2noDVfdXBwoFq1ahw6dMjapYiIiOQrBSMiIiIiuSxtOc2cOXMyPaegNV8FLacRERHbVLBejUVERESKiAEDBvDLL7+QnJyc4eMFbSkNKBgRERHbVLBejUVERESKiCpVqlCxYkXWr1+f4eMKRkRERAqGgvVqLCIiIlKE3Gk5jYIRERGRgqFgvRqLiIiIFCH9+vVj8eLFxMfH3/ZYQWu+ClC+fHmuX7/OtWvXrF2KiIhIvlEwIiIiIpJHAgICqF+/PitWrLjtsYLYfNXOzo7atWsTHBxs7VJERETyTcF6NRYREREpYjJbTlMQl9KAltOIiIjtKXivxiIiIiJFSO/evVmzZg1RUVHpjisYERERKRgK3quxiIiISBFSsmRJHn74YRYtWpTueEHsMQJQt25dBSMiImJTFIyIiIiI5LGMltMUxB4j8O+MEcMwrF2KiIhIvih4r8YiIiIiRUz37t35448/uHTpkuVYQV1K4+vri8lk4sKFC9YuRUREJF8UvFdjERERkSKmWLFidOrUiV9++cVyrKAGIyaTSX1GRETEphS8V2MRERGRImjQoEHpltMU1GAE1IBVRERsS8F8NRYREREpYh555BEOHTpEWFgYUHCbr4KCERERsS0KRkRERETygZOTE7169eLL+fP4ZMd2FkZHciqwIpO3beHPs2cKVLPTOnXqcODAAWuXISIiki9MRkF6FRYREREpglLMZpYfP8qUjRs4G3MDO0dHzDf9Cubm6IiXswv/adiIvrXq4OboaMVqITIykrJlyxIVFVVgl/uIiIjkFgUjIiIiInkoJjGR/yxbxN8XIohNSrrjua4ODpR2d2dOr/6UdnfPpwozVq5cOTZv3kylSpWsWoeIiEhe00cAIiIiInkkITmZRxfOZ+/5c3cNRQDikpM5cz2KoHk/cyU2Nh8qzJz6jIiIiK1QMCIiIiI2Y/z48ZhMJi5duoRhGLi7uzNkyJBsjbFx40YcHR3x9vbG29ub4cOHYzabMzx37Mb1HLt6hYSUlCyPn2KYuRYXxzNLf8tWXblNwYiIiNgKBSMiIiJicw4dOsTp06eJiYnJ0fUNGzbk8uXLhISE8NdffzF//vzbzrkWF8fio4eJT06+41jnP/uSuOMn0h1LMps5duUyf1+IyFF9uUHBiIiI2AoFIyIiImJTAgMDCQ4OJjg4mMDAwHsay8PDg759+7Jp06bbHpsffAC7e9iONyElhWl7/7qX8u6JghEREbEVCkZERETEptSpU8cSjNSpUweAbt26ERAQwMiRI6lQoQLPPvssACtWrKBWrVr4+/szfvz4TMdM27llzZo1VK9enTJlyvDeB+8Tn5xM0pWrnHnnfa7/vonTo8dxduL/SI6KImb/AU6PHkv8qVAufD+D06PHknjhItF/7uLcJ59z+t0PmTFuPM2aN6dOnTokJSVx/PhxWrZsiZ+fH7179yb2nz4kM2bMYMiQIUyZMgV/f3+OHj0KwKlTp3j44YcpVaoUnTp14tq1a0RHR1OyZEnLtYsXL6ZLly63PaeaNWty7NgxkrLQG0VERKQwUzAiIiIiNqV69eocPnyY4OBgatasCaTuwPLmm2+ycuVKFi1axLp167h06RJDhw5l9erVnDx5kvnz57N37950Y127do158+bRtm1brly5wuOPP87cuXPZ9/ffXNyxi9hDhwFIvh5FcuR1yr87FgcvT2L+2kux++pS4YMJuFSuSOlnhlDhgwk4lfYFwByfgO+Qx4n+ay/vffE5Fy9e5Pz58zz++OOMGTOG8+fP4+HhwTfffGOpZc2aNYSEhLBnzx6qVKkCwOOPP87jjz/OhQsXKF++PFOmTMHDw4PmzZuzZs0aAJYsWULfvn1v+z65ublRtmxZTpw4cdtjIiIiRYmDtQsQERERyU+urq7ExsZy/PhxWrRowfnz52nUqBEmk4n69etTokQJzGYzO3bsIDw8nEaNGgGQkJBAcHAwZcuWZc+ePfj5+eHs7MwTTzxBz549WbZsGfXr16d+/fpcj4+neJPGxB06gmPp0gCU6NIRk709zuXLY46Pv2ONzmUDsHN1xaG4J56+vri5uXH9+nV27tzJ4MGDAUhOTsbZ2dlyjZeXF5999pll9kp0dDR79+5l27ZtAHz99dcYhgFAnz59WLRoEUFBQaxdu5YpU6ZkWEfdunU5ePCgJUASEREpihSMiIiIiM3x9vYmNDQUB4fUX4VM//QCMd3UE8QwDFq3bs3KlSuB1KDBzs6OXbt20aBBA3bs2JHp+G6OjpgBg9Qgwt7DAzsnp9QHs9J2xFKHiWL/XGcYBi4uLkREpDZkTUhIsCyHAWjcuLElFLmZYRiYTCbOnDnDnj176NGjB927d+fNN99k+/bt1KlThxIlSmRYRlqfkYxmlIiIiBQVWkojIiIiNqdWrVrUqFHjjuc0adKEPXv2cOjQIeLj42nbti3r16/P9PxmzZqxb98+9u/fT0x0NLG7duP2z0wLk13maYhdsWIkX7kKQMqNG+keMzDwd3cHwNPTk9q1a/Pjjz8CMGLECN59991Mx/Xw8OC+++5j2rRpAHz22Wf8/vvvAJQoUYJ69eoxcuTIO4YeasAqIiK2QMGIiIiI2JyaNWveNRjx9fVl2rRp9OjRgwoVKtCiRQu6d++e6fmlSpXip59+ol+/ftSuXZtWXTrjVa/OXWvxateG6+t/5/Sot4n+c5fluAlwcXDAy8XVcuznn3/mu+++w8fHhxMnTjB27Ng7jv3zzz/z008/4ePjw9GjR9M1kO3Tpw87d+6kR48emV6vYERERGyByUhbbCoiIiIiuebCjRs8/OP3JKak5Oh6N0dHfujei8ZlyuZyZZCYmMiff/7JBx98YFkqlJGkpCQ8PT25evUqrq6umZ4nIiJSmGnGiIiIiEgeKO3uTuuKlXCyt8/2tfYmE37uHjQKKJMHlcGrr75Knz59GD169B3Pc3R0pGrVqhw5ciRP6hARESkIFIyIiIiI5JHJ7Tri7+6BYwZNUTNjAoo5OfFjUO90zWBz0+eff86FCxdo0aLFXc+tU6cOBw4cyJM6RERECgIFIyIiIiJ5xMPZmQV9B1K5RElcHO6+GaCjnR2l3Nz4te9Aynh65kOFd6c+IyIiUtQpGBERERHJQ6Xc3Pit/yCGPdgMHzc3ijk63nZOMUdH3J2cePL+hqwcNJjAkqWsUGnGFIyIiEhRp+arIiIiIvnEbBhsDTvN4qOHuRhzgxTDoJSrKx0Cq/JIYNUc9SPJa6dOnaJVq1aEhYVZuxQREZE8oWBERERERDJlNpvx9PQkPDyc4sWLW7scERGRXKelNCIiIiKSKTs7O2rVqkVwcLC1SxEREckTCkZERERE5I7UZ0RERIoyBSMiIiIickcKRkREpChTMCIiIiIid6RgREREijIFIyIiIiJyRwpGRESkKFMwIiIiIiJ35O/vT0pKChcvXrR2KSIiIrlOwYiIiIiI3JHJZNKsERERKbIUjIiIiIjIXSkYERGRokrBiIiIiIjclYIREREpqhSMiIiIiMhdKRgREZGiymQYhmHtIkRERESkYLt69SoVK1bk+vXrmEwma5cjIiKSazRjRERERETuqmTJknh4eBAWFmbtUkRERHKVghERERERyRItpxERkaJIwYiIiIiIZImCERERKYoUjIiIiIhIligYERGRokjBiIiIiIhkiYIREREpirQrjYiIiIhkSUxMDD4+PkRFReHg4GDtckRERHKFZoyIiIiISJYUK1YMf39/Tp48ae1SREREco2CERERERHJMi2nERGRokbBiIiIiIhkmYIREREpahSMiIiIiEiW1a1bV8GIiIgUKQpGRERERCTLNGNERESKGrUTFxEREZEsiUpI4M+EOKK7PMLDM77DhAkvFxe6VK1O39p18HJxtXaJIiIi2abtekVERETkji7cuMHk7VtYcfwodiYTccnJ6R53cXDAbBh0qFyFkc1bUsbT00qVioiIZJ+CERERERHJ1LErlxn463yiEuJJucuvjXaYcHd2YmbPvtT1LZ1PFYqIiNwbBSMiIiIikqHwqCi6zplJVEI82fmF0d3JiUX9H6VyiZJ5VpuIiEhuUfNVERERkUJo/PjxmEwmLl26hGEYuLu7M2TIEABmzJhh+fPNMjt+q//85z+MHTuW55Yv5kZiAtG793Du0y+yXFtMYiLPLP2NkJAQKlasmOXr0mzbto2goKBsXyciIpITCkZERERECrFDhw5x+vRpYmJicm3Mtm3bsmrDekKuXSXFMIg/eQrXqlWzfL0BXIyJ4e+LETm6f/PmzVm8eHGOrhUREckuBSMiIiIihVRgYCDBwcEEBwcTGBiYa+O2adOGvbv/IiExEYD4UyG4VquSrTHikpKYe/BArtUkIiKSVxSMiIiIiBRSderUsQQjderUydEYK1asoFatWvj7+zN+/HgASnp7Y1eyJLGnw0iJiSH5WiTOFSsAELV9B2Hj3iXsrXeIXLcBgKQrVznzzvuWMa+tXM3VlavZefYsiUlJ9O7dG19fX1544QXS2tvt2bOHBg0a4Ofnx/Dhw0lJSbFcv3HjRlq1apWuzh07dlC7dm1KlSpFUFAQ8fHxOXq+IiIit1IwIiIiIlJIVa9encOHDxMcHEzNmjWzff2lS5cYOnQoq1ev5uTJk8yfP5+9e/dyPT6eYtWrEn8qhPhTIbhUrojJ3h5zUhI3du4m4P+GUvbtUVzfsAnzHQIKe3sT58+do1+/fpw+fZrdu3ezYMECkpKS6NOnD++99x6hoaEEBwfz7bff3rHWDz74gJdffpmLFy9So0YN/vrrr2w/XxERkYw4WLsAEREREckZV1dXYmNjOX78OC1atOD8+fPZun7Hjh2Eh4fTqFEjABISEggODsY3MBD3GtW4vGUbKdE3cKmauozGztERn8cGcmP3HuJPhmCOiyMlJvb2gQ3AlLp9r2fx4vTv3x+Avn37sn37dmrUqIGTkxOdO3cG4MUXX+SHH37ghRdeyLTWFi1a8P3335OSksJ//vMfqlTJ3tIeERGRzGjGiIiIiEgh5u3tTVRUFA4O2f+8yzAMWrduTUREBBEREYSFhdGzZ088nJ1wqlyZhNAw4o+fwLVaauPVpMtXOP/Zl9i7u1OqdxAOXsUzHDf5+nUAUgwz9nb//rppZ2dnWUpzM5PJlOHxm73xxhtMnz6dlJQU2rZty/r167P9fEVERDKiYERERESkEKtVqxY1atTI0bVNmjRhz549HDp0iPj4eEvg4OHkTEkvLxy9S5F89RpOZQIASDx7FgcvL9wbP0Di2XMkX4sEwM7FhZQbMZgTE0mOjCR2f2rTVQc7O65du8aiRYuIj49n4cKFPPjgg9SoUYPExERWr15NfHw8X331lWX2SGbatWvHlStXGDZsGK1atWLXrl05es4iIiK3UjAiIiIiUojVrFkzx8GIr68v06ZNo0ePHlSoUIEWLVrQvXt3TCYTT9VviHuN6rhUCcT0z6wPl2rVwGQi7K13iD0YjIN3KZIuXcK+mBseDzbi/Cefc2XBIoo1rI+9yY4eNVKbun733XeUK1eOWrVq0b9/fxwdHVmwYAGjRo2iQoUK1KhRg+eee+6OtY4ZM4YXX3yRUqVKcfLkSQYPHpyj5ywiInIrk3G3eYsiIiIiYnOuxsXS/IdvSbhpt5jscLK35/cnnsbfwyOXKxMREcldmjEiIiIiIrcp6epGn1p1cMlB7xIXBwc6BVZVKCIiIoWCghERERERydC4h9twf2n/bIUjzvb2VC/lzcR2j+RhZSIiIrlHS2lEREREJFOJKSkMX7WczadDiUtO4k6/OLo5OtIooAxfdemOi4NjvtUoIiJyLxSMiIiIiMgdGYbBn+Fn+W7PLrafCcPeZEeiObX3iKOdPWbDzAMBZXi2YSOal6uAnclk5YpFRESyTsGIiIiIiGTZxZgbbAwNITI+HgMDL2cXWlSoSICHp7VLExERyREFIyIiIiIiIiJis9R8VURERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm6VgRERERERERERsloIREREREREREbFZCkZERERERERExGYpGBERERERERERm/X/GjXwGcgyYCkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1008 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,14))\n",
    "pos = nx.spring_layout(G, seed=10)\n",
    "nx.draw(G, pos, node_color=colors, with_labels=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 节点Embedding降维可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 将Embedding用PCA降维到2维\n",
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=2)\n",
    "embed_2d = pca.fit_transform(X)\n",
    "\n",
    "# # 将Embedding用TSNE降维到2维\n",
    "# from sklearn.manifold import TSNE\n",
    "# tsne = TSNE(n_components=2, n_iter=5000)\n",
    "# embed_2d = tsne.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['sans-serif'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(14,14))\n",
    "plt.scatter(embed_2d[:, 0], embed_2d[:, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 查看Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(32,)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.get_vector('Napoleon').shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.17152925, -0.84972817,  0.5896309 ,  0.08663223,  0.84554195,\n",
       "        0.2610125 ,  0.5612629 ,  0.81647694, -0.6087825 ,  0.51065665,\n",
       "       -0.17364156, -0.997704  , -0.27607068,  0.24331018, -0.07447498,\n",
       "        0.5315138 , -0.1609583 ,  0.31632638,  0.09955738,  0.10131547,\n",
       "        0.33664   ,  0.82483673,  1.042911  ,  0.1008478 ,  0.37254483,\n",
       "       -0.14530922, -0.9389694 ,  1.1951926 ,  0.38875788, -0.38191387,\n",
       "       -0.47223628, -0.16322398], dtype=float32)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看某个节点的Embedding\n",
    "model.wv.get_vector('Napoleon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Champtercier', 0.9986023306846619),\n",
       " ('Geborand', 0.9980391263961792),\n",
       " ('Count', 0.9977861642837524),\n",
       " ('OldMan', 0.9970136284828186),\n",
       " ('Cravatte', 0.9969395399093628),\n",
       " ('CountessDeLo', 0.9963817596435547),\n",
       " ('MmeMagloire', 0.9806248545646667),\n",
       " ('MlleBaptistine', 0.9701386094093323),\n",
       " ('Myriel', 0.856927752494812),\n",
       " ('Labarre', 0.510879397392273)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查找 Napoleon 节点的相似节点\n",
    "model.wv.most_similar('Napoleon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Champtercier', 0.9986023306846619),\n",
       " ('Geborand', 0.9980391263961792),\n",
       " ('Count', 0.9977861642837524),\n",
       " ('OldMan', 0.9970136284828186),\n",
       " ('Cravatte', 0.9969395399093628),\n",
       " ('CountessDeLo', 0.9963817596435547),\n",
       " ('MmeMagloire', 0.9806248545646667),\n",
       " ('MlleBaptistine', 0.9701386094093323),\n",
       " ('Myriel', 0.856927752494812),\n",
       " ('Labarre', 0.510879397392273)]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.wv.similar_by_word('Napoleon')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9986024"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看任意两个节点的相似度\n",
    "model.wv.similarity('Napoleon', 'Champtercier')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2795305"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看任意两个节点的相似度\n",
    "model.wv.similarity('Napoleon', 'Brujon')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 对Edge（连接）做Embedding"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from node2vec.edges import HadamardEmbedder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Hadamard 二元操作符：两个 Embedding 对应元素相乘\n",
    "edges_embs = HadamardEmbedder(keyed_vectors=model.wv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.03519772, 0.70623577, 0.3594754 , 0.01094736, 0.70036805,\n",
       "       0.07147449, 0.3365627 , 0.6864576 , 0.38575155, 0.27302215,\n",
       "       0.02875619, 0.98183215, 0.08246859, 0.05952064, 0.00431978,\n",
       "       0.2527806 , 0.02050944, 0.09488594, 0.01087991, 0.00989194,\n",
       "       0.11580933, 0.7350672 , 1.0528098 , 0.00538633, 0.11556958,\n",
       "       0.02019416, 0.9065883 , 1.4725686 , 0.15725447, 0.14048664,\n",
       "       0.21098597, 0.02156288], dtype=float32)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看 任意两个节点连接 的 Embedding\n",
    "edges_embs[('Napoleon', 'Champtercier')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Generating edge features: 100%|██████████| 3003/3003.0 [00:00<00:00, 178378.65it/s]\n"
     ]
    }
   ],
   "source": [
    "# 计算所有 Edge 的 Embedding\n",
    "edges_kv = edges_embs.as_keyed_vectors()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"('Valjean', 'Valjean')\",\n",
       " \"('Myriel', 'Valjean')\",\n",
       " \"('Marius', 'Valjean')\",\n",
       " \"('Thenardier', 'Valjean')\",\n",
       " \"('Gavroche', 'Valjean')\",\n",
       " \"('Cosette', 'Valjean')\",\n",
       " \"('Fantine', 'Valjean')\",\n",
       " \"('Enjolras', 'Valjean')\",\n",
       " \"('Javert', 'Valjean')\",\n",
       " \"('Courfeyrac', 'Valjean')\",\n",
       " \"('MlleGillenormand', 'Valjean')\",\n",
       " \"('MmeMagloire', 'Valjean')\",\n",
       " \"('Gillenormand', 'Valjean')\",\n",
       " \"('MlleBaptistine', 'Valjean')\",\n",
       " \"('Bossuet', 'Valjean')\",\n",
       " \"('MmeThenardier', 'Valjean')\",\n",
       " \"('Combeferre', 'Valjean')\",\n",
       " \"('Fauchelevent', 'Valjean')\",\n",
       " \"('Babet', 'Valjean')\",\n",
       " \"('Joly', 'Valjean')\",\n",
       " \"('Gueulemer', 'Valjean')\",\n",
       " \"('Bahorel', 'Valjean')\",\n",
       " \"('Blacheville', 'Valjean')\",\n",
       " \"('Tholomyes', 'Valjean')\",\n",
       " \"('Favourite', 'Valjean')\",\n",
       " \"('Dahlia', 'Valjean')\",\n",
       " \"('Listolier', 'Valjean')\",\n",
       " \"('Valjean', 'Zephine')\",\n",
       " \"('Judge', 'Valjean')\",\n",
       " \"('Champmathieu', 'Valjean')\",\n",
       " \"('Fameuil', 'Valjean')\",\n",
       " \"('Mabeuf', 'Valjean')\",\n",
       " \"('Feuilly', 'Valjean')\",\n",
       " \"('Eponine', 'Valjean')\",\n",
       " \"('Claquesous', 'Valjean')\",\n",
       " \"('Chenildieu', 'Valjean')\",\n",
       " \"('MmeBurgon', 'Valjean')\",\n",
       " \"('Cochepaille', 'Valjean')\",\n",
       " \"('Brevet', 'Valjean')\",\n",
       " \"('Bamatabois', 'Valjean')\",\n",
       " \"('Simplice', 'Valjean')\",\n",
       " \"('Brujon', 'Valjean')\",\n",
       " \"('Child2', 'Valjean')\",\n",
       " \"('Child1', 'Valjean')\",\n",
       " \"('Montparnasse', 'Valjean')\",\n",
       " \"('Prouvaire', 'Valjean')\",\n",
       " \"('Grantaire', 'Valjean')\",\n",
       " \"('Pontmercy', 'Valjean')\",\n",
       " \"('Count', 'Valjean')\",\n",
       " \"('MotherInnocent', 'Valjean')\",\n",
       " \"('MmePontmercy', 'Valjean')\",\n",
       " \"('Jondrette', 'Valjean')\",\n",
       " \"('Perpetue', 'Valjean')\",\n",
       " \"('LtGillenormand', 'Valjean')\",\n",
       " \"('MmeHucheloup', 'Valjean')\",\n",
       " \"('Anzelma', 'Valjean')\",\n",
       " \"('Gribier', 'Valjean')\",\n",
       " \"('Valjean', 'Woman2')\",\n",
       " \"('Champtercier', 'Valjean')\",\n",
       " \"('Napoleon', 'Valjean')\",\n",
       " \"('MotherPlutarch', 'Valjean')\",\n",
       " \"('Cravatte', 'Valjean')\",\n",
       " \"('CountessDeLo', 'Valjean')\",\n",
       " \"('OldMan', 'Valjean')\",\n",
       " \"('Geborand', 'Valjean')\",\n",
       " \"('Valjean', 'Woman1')\",\n",
       " \"('Toussaint', 'Valjean')\",\n",
       " \"('Marguerite', 'Valjean')\",\n",
       " \"('Magnon', 'Valjean')\",\n",
       " \"('BaronessT', 'Valjean')\",\n",
       " \"('MlleVaubois', 'Valjean')\",\n",
       " \"('Scaufflaire', 'Valjean')\",\n",
       " \"('MmeDeR', 'Valjean')\",\n",
       " \"('Gervais', 'Valjean')\",\n",
       " \"('Isabeau', 'Valjean')\",\n",
       " \"('Labarre', 'Valjean')\",\n",
       " \"('Boulatruelle', 'Valjean')\",\n",
       " \"('Myriel', 'Myriel')\",\n",
       " \"('Marius', 'Myriel')\",\n",
       " \"('Myriel', 'Thenardier')\",\n",
       " \"('Gavroche', 'Myriel')\",\n",
       " \"('Cosette', 'Myriel')\",\n",
       " \"('Fantine', 'Myriel')\",\n",
       " \"('Enjolras', 'Myriel')\",\n",
       " \"('Javert', 'Myriel')\",\n",
       " \"('Courfeyrac', 'Myriel')\",\n",
       " \"('MlleGillenormand', 'Myriel')\",\n",
       " \"('MmeMagloire', 'Myriel')\",\n",
       " \"('Gillenormand', 'Myriel')\",\n",
       " \"('MlleBaptistine', 'Myriel')\",\n",
       " \"('Bossuet', 'Myriel')\",\n",
       " \"('MmeThenardier', 'Myriel')\",\n",
       " \"('Combeferre', 'Myriel')\",\n",
       " \"('Fauchelevent', 'Myriel')\",\n",
       " \"('Babet', 'Myriel')\",\n",
       " \"('Joly', 'Myriel')\",\n",
       " \"('Gueulemer', 'Myriel')\",\n",
       " \"('Bahorel', 'Myriel')\",\n",
       " \"('Blacheville', 'Myriel')\",\n",
       " \"('Myriel', 'Tholomyes')\",\n",
       " \"('Favourite', 'Myriel')\",\n",
       " \"('Dahlia', 'Myriel')\",\n",
       " \"('Listolier', 'Myriel')\",\n",
       " \"('Myriel', 'Zephine')\",\n",
       " \"('Judge', 'Myriel')\",\n",
       " \"('Champmathieu', 'Myriel')\",\n",
       " \"('Fameuil', 'Myriel')\",\n",
       " \"('Mabeuf', 'Myriel')\",\n",
       " \"('Feuilly', 'Myriel')\",\n",
       " \"('Eponine', 'Myriel')\",\n",
       " \"('Claquesous', 'Myriel')\",\n",
       " \"('Chenildieu', 'Myriel')\",\n",
       " \"('MmeBurgon', 'Myriel')\",\n",
       " \"('Cochepaille', 'Myriel')\",\n",
       " \"('Brevet', 'Myriel')\",\n",
       " \"('Bamatabois', 'Myriel')\",\n",
       " \"('Myriel', 'Simplice')\",\n",
       " \"('Brujon', 'Myriel')\",\n",
       " \"('Child2', 'Myriel')\",\n",
       " \"('Child1', 'Myriel')\",\n",
       " \"('Montparnasse', 'Myriel')\",\n",
       " \"('Myriel', 'Prouvaire')\",\n",
       " \"('Grantaire', 'Myriel')\",\n",
       " \"('Myriel', 'Pontmercy')\",\n",
       " \"('Count', 'Myriel')\",\n",
       " \"('MotherInnocent', 'Myriel')\",\n",
       " \"('MmePontmercy', 'Myriel')\",\n",
       " \"('Jondrette', 'Myriel')\",\n",
       " \"('Myriel', 'Perpetue')\",\n",
       " \"('LtGillenormand', 'Myriel')\",\n",
       " \"('MmeHucheloup', 'Myriel')\",\n",
       " \"('Anzelma', 'Myriel')\",\n",
       " \"('Gribier', 'Myriel')\",\n",
       " \"('Myriel', 'Woman2')\",\n",
       " \"('Champtercier', 'Myriel')\",\n",
       " \"('Myriel', 'Napoleon')\",\n",
       " \"('MotherPlutarch', 'Myriel')\",\n",
       " \"('Cravatte', 'Myriel')\",\n",
       " \"('CountessDeLo', 'Myriel')\",\n",
       " \"('Myriel', 'OldMan')\",\n",
       " \"('Geborand', 'Myriel')\",\n",
       " \"('Myriel', 'Woman1')\",\n",
       " \"('Myriel', 'Toussaint')\",\n",
       " \"('Marguerite', 'Myriel')\",\n",
       " \"('Magnon', 'Myriel')\",\n",
       " \"('BaronessT', 'Myriel')\",\n",
       " \"('MlleVaubois', 'Myriel')\",\n",
       " \"('Myriel', 'Scaufflaire')\",\n",
       " \"('MmeDeR', 'Myriel')\",\n",
       " \"('Gervais', 'Myriel')\",\n",
       " \"('Isabeau', 'Myriel')\",\n",
       " \"('Labarre', 'Myriel')\",\n",
       " \"('Boulatruelle', 'Myriel')\",\n",
       " \"('Marius', 'Marius')\",\n",
       " \"('Marius', 'Thenardier')\",\n",
       " \"('Gavroche', 'Marius')\",\n",
       " \"('Cosette', 'Marius')\",\n",
       " \"('Fantine', 'Marius')\",\n",
       " \"('Enjolras', 'Marius')\",\n",
       " \"('Javert', 'Marius')\",\n",
       " \"('Courfeyrac', 'Marius')\",\n",
       " \"('Marius', 'MlleGillenormand')\",\n",
       " \"('Marius', 'MmeMagloire')\",\n",
       " \"('Gillenormand', 'Marius')\",\n",
       " \"('Marius', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Marius')\",\n",
       " \"('Marius', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Marius')\",\n",
       " \"('Fauchelevent', 'Marius')\",\n",
       " \"('Babet', 'Marius')\",\n",
       " \"('Joly', 'Marius')\",\n",
       " \"('Gueulemer', 'Marius')\",\n",
       " \"('Bahorel', 'Marius')\",\n",
       " \"('Blacheville', 'Marius')\",\n",
       " \"('Marius', 'Tholomyes')\",\n",
       " \"('Favourite', 'Marius')\",\n",
       " \"('Dahlia', 'Marius')\",\n",
       " \"('Listolier', 'Marius')\",\n",
       " \"('Marius', 'Zephine')\",\n",
       " \"('Judge', 'Marius')\",\n",
       " \"('Champmathieu', 'Marius')\",\n",
       " \"('Fameuil', 'Marius')\",\n",
       " \"('Mabeuf', 'Marius')\",\n",
       " \"('Feuilly', 'Marius')\",\n",
       " \"('Eponine', 'Marius')\",\n",
       " \"('Claquesous', 'Marius')\",\n",
       " \"('Chenildieu', 'Marius')\",\n",
       " \"('Marius', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Marius')\",\n",
       " \"('Brevet', 'Marius')\",\n",
       " \"('Bamatabois', 'Marius')\",\n",
       " \"('Marius', 'Simplice')\",\n",
       " \"('Brujon', 'Marius')\",\n",
       " \"('Child2', 'Marius')\",\n",
       " \"('Child1', 'Marius')\",\n",
       " \"('Marius', 'Montparnasse')\",\n",
       " \"('Marius', 'Prouvaire')\",\n",
       " \"('Grantaire', 'Marius')\",\n",
       " \"('Marius', 'Pontmercy')\",\n",
       " \"('Count', 'Marius')\",\n",
       " \"('Marius', 'MotherInnocent')\",\n",
       " \"('Marius', 'MmePontmercy')\",\n",
       " \"('Jondrette', 'Marius')\",\n",
       " \"('Marius', 'Perpetue')\",\n",
       " \"('LtGillenormand', 'Marius')\",\n",
       " \"('Marius', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Marius')\",\n",
       " \"('Gribier', 'Marius')\",\n",
       " \"('Marius', 'Woman2')\",\n",
       " \"('Champtercier', 'Marius')\",\n",
       " \"('Marius', 'Napoleon')\",\n",
       " \"('Marius', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Marius')\",\n",
       " \"('CountessDeLo', 'Marius')\",\n",
       " \"('Marius', 'OldMan')\",\n",
       " \"('Geborand', 'Marius')\",\n",
       " \"('Marius', 'Woman1')\",\n",
       " \"('Marius', 'Toussaint')\",\n",
       " \"('Marguerite', 'Marius')\",\n",
       " \"('Magnon', 'Marius')\",\n",
       " \"('BaronessT', 'Marius')\",\n",
       " \"('Marius', 'MlleVaubois')\",\n",
       " \"('Marius', 'Scaufflaire')\",\n",
       " \"('Marius', 'MmeDeR')\",\n",
       " \"('Gervais', 'Marius')\",\n",
       " \"('Isabeau', 'Marius')\",\n",
       " \"('Labarre', 'Marius')\",\n",
       " \"('Boulatruelle', 'Marius')\",\n",
       " \"('Thenardier', 'Thenardier')\",\n",
       " \"('Gavroche', 'Thenardier')\",\n",
       " \"('Cosette', 'Thenardier')\",\n",
       " \"('Fantine', 'Thenardier')\",\n",
       " \"('Enjolras', 'Thenardier')\",\n",
       " \"('Javert', 'Thenardier')\",\n",
       " \"('Courfeyrac', 'Thenardier')\",\n",
       " \"('MlleGillenormand', 'Thenardier')\",\n",
       " \"('MmeMagloire', 'Thenardier')\",\n",
       " \"('Gillenormand', 'Thenardier')\",\n",
       " \"('MlleBaptistine', 'Thenardier')\",\n",
       " \"('Bossuet', 'Thenardier')\",\n",
       " \"('MmeThenardier', 'Thenardier')\",\n",
       " \"('Combeferre', 'Thenardier')\",\n",
       " \"('Fauchelevent', 'Thenardier')\",\n",
       " \"('Babet', 'Thenardier')\",\n",
       " \"('Joly', 'Thenardier')\",\n",
       " \"('Gueulemer', 'Thenardier')\",\n",
       " \"('Bahorel', 'Thenardier')\",\n",
       " \"('Blacheville', 'Thenardier')\",\n",
       " \"('Thenardier', 'Tholomyes')\",\n",
       " \"('Favourite', 'Thenardier')\",\n",
       " \"('Dahlia', 'Thenardier')\",\n",
       " \"('Listolier', 'Thenardier')\",\n",
       " \"('Thenardier', 'Zephine')\",\n",
       " \"('Judge', 'Thenardier')\",\n",
       " \"('Champmathieu', 'Thenardier')\",\n",
       " \"('Fameuil', 'Thenardier')\",\n",
       " \"('Mabeuf', 'Thenardier')\",\n",
       " \"('Feuilly', 'Thenardier')\",\n",
       " \"('Eponine', 'Thenardier')\",\n",
       " \"('Claquesous', 'Thenardier')\",\n",
       " \"('Chenildieu', 'Thenardier')\",\n",
       " \"('MmeBurgon', 'Thenardier')\",\n",
       " \"('Cochepaille', 'Thenardier')\",\n",
       " \"('Brevet', 'Thenardier')\",\n",
       " \"('Bamatabois', 'Thenardier')\",\n",
       " \"('Simplice', 'Thenardier')\",\n",
       " \"('Brujon', 'Thenardier')\",\n",
       " \"('Child2', 'Thenardier')\",\n",
       " \"('Child1', 'Thenardier')\",\n",
       " \"('Montparnasse', 'Thenardier')\",\n",
       " \"('Prouvaire', 'Thenardier')\",\n",
       " \"('Grantaire', 'Thenardier')\",\n",
       " \"('Pontmercy', 'Thenardier')\",\n",
       " \"('Count', 'Thenardier')\",\n",
       " \"('MotherInnocent', 'Thenardier')\",\n",
       " \"('MmePontmercy', 'Thenardier')\",\n",
       " \"('Jondrette', 'Thenardier')\",\n",
       " \"('Perpetue', 'Thenardier')\",\n",
       " \"('LtGillenormand', 'Thenardier')\",\n",
       " \"('MmeHucheloup', 'Thenardier')\",\n",
       " \"('Anzelma', 'Thenardier')\",\n",
       " \"('Gribier', 'Thenardier')\",\n",
       " \"('Thenardier', 'Woman2')\",\n",
       " \"('Champtercier', 'Thenardier')\",\n",
       " \"('Napoleon', 'Thenardier')\",\n",
       " \"('MotherPlutarch', 'Thenardier')\",\n",
       " \"('Cravatte', 'Thenardier')\",\n",
       " \"('CountessDeLo', 'Thenardier')\",\n",
       " \"('OldMan', 'Thenardier')\",\n",
       " \"('Geborand', 'Thenardier')\",\n",
       " \"('Thenardier', 'Woman1')\",\n",
       " \"('Thenardier', 'Toussaint')\",\n",
       " \"('Marguerite', 'Thenardier')\",\n",
       " \"('Magnon', 'Thenardier')\",\n",
       " \"('BaronessT', 'Thenardier')\",\n",
       " \"('MlleVaubois', 'Thenardier')\",\n",
       " \"('Scaufflaire', 'Thenardier')\",\n",
       " \"('MmeDeR', 'Thenardier')\",\n",
       " \"('Gervais', 'Thenardier')\",\n",
       " \"('Isabeau', 'Thenardier')\",\n",
       " \"('Labarre', 'Thenardier')\",\n",
       " \"('Boulatruelle', 'Thenardier')\",\n",
       " \"('Gavroche', 'Gavroche')\",\n",
       " \"('Cosette', 'Gavroche')\",\n",
       " \"('Fantine', 'Gavroche')\",\n",
       " \"('Enjolras', 'Gavroche')\",\n",
       " \"('Gavroche', 'Javert')\",\n",
       " \"('Courfeyrac', 'Gavroche')\",\n",
       " \"('Gavroche', 'MlleGillenormand')\",\n",
       " \"('Gavroche', 'MmeMagloire')\",\n",
       " \"('Gavroche', 'Gillenormand')\",\n",
       " \"('Gavroche', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Gavroche')\",\n",
       " \"('Gavroche', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Gavroche')\",\n",
       " \"('Fauchelevent', 'Gavroche')\",\n",
       " \"('Babet', 'Gavroche')\",\n",
       " \"('Gavroche', 'Joly')\",\n",
       " \"('Gavroche', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Gavroche')\",\n",
       " \"('Blacheville', 'Gavroche')\",\n",
       " \"('Gavroche', 'Tholomyes')\",\n",
       " \"('Favourite', 'Gavroche')\",\n",
       " \"('Dahlia', 'Gavroche')\",\n",
       " \"('Gavroche', 'Listolier')\",\n",
       " \"('Gavroche', 'Zephine')\",\n",
       " \"('Gavroche', 'Judge')\",\n",
       " \"('Champmathieu', 'Gavroche')\",\n",
       " \"('Fameuil', 'Gavroche')\",\n",
       " \"('Gavroche', 'Mabeuf')\",\n",
       " \"('Feuilly', 'Gavroche')\",\n",
       " \"('Eponine', 'Gavroche')\",\n",
       " \"('Claquesous', 'Gavroche')\",\n",
       " \"('Chenildieu', 'Gavroche')\",\n",
       " \"('Gavroche', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Gavroche')\",\n",
       " \"('Brevet', 'Gavroche')\",\n",
       " \"('Bamatabois', 'Gavroche')\",\n",
       " \"('Gavroche', 'Simplice')\",\n",
       " \"('Brujon', 'Gavroche')\",\n",
       " \"('Child2', 'Gavroche')\",\n",
       " \"('Child1', 'Gavroche')\",\n",
       " \"('Gavroche', 'Montparnasse')\",\n",
       " \"('Gavroche', 'Prouvaire')\",\n",
       " \"('Gavroche', 'Grantaire')\",\n",
       " \"('Gavroche', 'Pontmercy')\",\n",
       " \"('Count', 'Gavroche')\",\n",
       " \"('Gavroche', 'MotherInnocent')\",\n",
       " \"('Gavroche', 'MmePontmercy')\",\n",
       " \"('Gavroche', 'Jondrette')\",\n",
       " \"('Gavroche', 'Perpetue')\",\n",
       " \"('Gavroche', 'LtGillenormand')\",\n",
       " \"('Gavroche', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Gavroche')\",\n",
       " \"('Gavroche', 'Gribier')\",\n",
       " \"('Gavroche', 'Woman2')\",\n",
       " \"('Champtercier', 'Gavroche')\",\n",
       " \"('Gavroche', 'Napoleon')\",\n",
       " \"('Gavroche', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Gavroche')\",\n",
       " \"('CountessDeLo', 'Gavroche')\",\n",
       " \"('Gavroche', 'OldMan')\",\n",
       " \"('Gavroche', 'Geborand')\",\n",
       " \"('Gavroche', 'Woman1')\",\n",
       " \"('Gavroche', 'Toussaint')\",\n",
       " \"('Gavroche', 'Marguerite')\",\n",
       " \"('Gavroche', 'Magnon')\",\n",
       " \"('BaronessT', 'Gavroche')\",\n",
       " \"('Gavroche', 'MlleVaubois')\",\n",
       " \"('Gavroche', 'Scaufflaire')\",\n",
       " \"('Gavroche', 'MmeDeR')\",\n",
       " \"('Gavroche', 'Gervais')\",\n",
       " \"('Gavroche', 'Isabeau')\",\n",
       " \"('Gavroche', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Gavroche')\",\n",
       " \"('Cosette', 'Cosette')\",\n",
       " \"('Cosette', 'Fantine')\",\n",
       " \"('Cosette', 'Enjolras')\",\n",
       " \"('Cosette', 'Javert')\",\n",
       " \"('Cosette', 'Courfeyrac')\",\n",
       " \"('Cosette', 'MlleGillenormand')\",\n",
       " \"('Cosette', 'MmeMagloire')\",\n",
       " \"('Cosette', 'Gillenormand')\",\n",
       " \"('Cosette', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Cosette')\",\n",
       " \"('Cosette', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Cosette')\",\n",
       " \"('Cosette', 'Fauchelevent')\",\n",
       " \"('Babet', 'Cosette')\",\n",
       " \"('Cosette', 'Joly')\",\n",
       " \"('Cosette', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Cosette')\",\n",
       " \"('Blacheville', 'Cosette')\",\n",
       " \"('Cosette', 'Tholomyes')\",\n",
       " \"('Cosette', 'Favourite')\",\n",
       " \"('Cosette', 'Dahlia')\",\n",
       " \"('Cosette', 'Listolier')\",\n",
       " \"('Cosette', 'Zephine')\",\n",
       " \"('Cosette', 'Judge')\",\n",
       " \"('Champmathieu', 'Cosette')\",\n",
       " \"('Cosette', 'Fameuil')\",\n",
       " \"('Cosette', 'Mabeuf')\",\n",
       " \"('Cosette', 'Feuilly')\",\n",
       " \"('Cosette', 'Eponine')\",\n",
       " \"('Claquesous', 'Cosette')\",\n",
       " \"('Chenildieu', 'Cosette')\",\n",
       " \"('Cosette', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Cosette')\",\n",
       " \"('Brevet', 'Cosette')\",\n",
       " \"('Bamatabois', 'Cosette')\",\n",
       " \"('Cosette', 'Simplice')\",\n",
       " \"('Brujon', 'Cosette')\",\n",
       " \"('Child2', 'Cosette')\",\n",
       " \"('Child1', 'Cosette')\",\n",
       " \"('Cosette', 'Montparnasse')\",\n",
       " \"('Cosette', 'Prouvaire')\",\n",
       " \"('Cosette', 'Grantaire')\",\n",
       " \"('Cosette', 'Pontmercy')\",\n",
       " \"('Cosette', 'Count')\",\n",
       " \"('Cosette', 'MotherInnocent')\",\n",
       " \"('Cosette', 'MmePontmercy')\",\n",
       " \"('Cosette', 'Jondrette')\",\n",
       " \"('Cosette', 'Perpetue')\",\n",
       " \"('Cosette', 'LtGillenormand')\",\n",
       " \"('Cosette', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Cosette')\",\n",
       " \"('Cosette', 'Gribier')\",\n",
       " \"('Cosette', 'Woman2')\",\n",
       " \"('Champtercier', 'Cosette')\",\n",
       " \"('Cosette', 'Napoleon')\",\n",
       " \"('Cosette', 'MotherPlutarch')\",\n",
       " \"('Cosette', 'Cravatte')\",\n",
       " \"('Cosette', 'CountessDeLo')\",\n",
       " \"('Cosette', 'OldMan')\",\n",
       " \"('Cosette', 'Geborand')\",\n",
       " \"('Cosette', 'Woman1')\",\n",
       " \"('Cosette', 'Toussaint')\",\n",
       " \"('Cosette', 'Marguerite')\",\n",
       " \"('Cosette', 'Magnon')\",\n",
       " \"('BaronessT', 'Cosette')\",\n",
       " \"('Cosette', 'MlleVaubois')\",\n",
       " \"('Cosette', 'Scaufflaire')\",\n",
       " \"('Cosette', 'MmeDeR')\",\n",
       " \"('Cosette', 'Gervais')\",\n",
       " \"('Cosette', 'Isabeau')\",\n",
       " \"('Cosette', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Cosette')\",\n",
       " \"('Fantine', 'Fantine')\",\n",
       " \"('Enjolras', 'Fantine')\",\n",
       " \"('Fantine', 'Javert')\",\n",
       " \"('Courfeyrac', 'Fantine')\",\n",
       " \"('Fantine', 'MlleGillenormand')\",\n",
       " \"('Fantine', 'MmeMagloire')\",\n",
       " \"('Fantine', 'Gillenormand')\",\n",
       " \"('Fantine', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Fantine')\",\n",
       " \"('Fantine', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Fantine')\",\n",
       " \"('Fantine', 'Fauchelevent')\",\n",
       " \"('Babet', 'Fantine')\",\n",
       " \"('Fantine', 'Joly')\",\n",
       " \"('Fantine', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Fantine')\",\n",
       " \"('Blacheville', 'Fantine')\",\n",
       " \"('Fantine', 'Tholomyes')\",\n",
       " \"('Fantine', 'Favourite')\",\n",
       " \"('Dahlia', 'Fantine')\",\n",
       " \"('Fantine', 'Listolier')\",\n",
       " \"('Fantine', 'Zephine')\",\n",
       " \"('Fantine', 'Judge')\",\n",
       " \"('Champmathieu', 'Fantine')\",\n",
       " \"('Fameuil', 'Fantine')\",\n",
       " \"('Fantine', 'Mabeuf')\",\n",
       " \"('Fantine', 'Feuilly')\",\n",
       " \"('Eponine', 'Fantine')\",\n",
       " \"('Claquesous', 'Fantine')\",\n",
       " \"('Chenildieu', 'Fantine')\",\n",
       " \"('Fantine', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Fantine')\",\n",
       " \"('Brevet', 'Fantine')\",\n",
       " \"('Bamatabois', 'Fantine')\",\n",
       " \"('Fantine', 'Simplice')\",\n",
       " \"('Brujon', 'Fantine')\",\n",
       " \"('Child2', 'Fantine')\",\n",
       " \"('Child1', 'Fantine')\",\n",
       " \"('Fantine', 'Montparnasse')\",\n",
       " \"('Fantine', 'Prouvaire')\",\n",
       " \"('Fantine', 'Grantaire')\",\n",
       " \"('Fantine', 'Pontmercy')\",\n",
       " \"('Count', 'Fantine')\",\n",
       " \"('Fantine', 'MotherInnocent')\",\n",
       " \"('Fantine', 'MmePontmercy')\",\n",
       " \"('Fantine', 'Jondrette')\",\n",
       " \"('Fantine', 'Perpetue')\",\n",
       " \"('Fantine', 'LtGillenormand')\",\n",
       " \"('Fantine', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Fantine')\",\n",
       " \"('Fantine', 'Gribier')\",\n",
       " \"('Fantine', 'Woman2')\",\n",
       " \"('Champtercier', 'Fantine')\",\n",
       " \"('Fantine', 'Napoleon')\",\n",
       " \"('Fantine', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Fantine')\",\n",
       " \"('CountessDeLo', 'Fantine')\",\n",
       " \"('Fantine', 'OldMan')\",\n",
       " \"('Fantine', 'Geborand')\",\n",
       " \"('Fantine', 'Woman1')\",\n",
       " \"('Fantine', 'Toussaint')\",\n",
       " \"('Fantine', 'Marguerite')\",\n",
       " \"('Fantine', 'Magnon')\",\n",
       " \"('BaronessT', 'Fantine')\",\n",
       " \"('Fantine', 'MlleVaubois')\",\n",
       " \"('Fantine', 'Scaufflaire')\",\n",
       " \"('Fantine', 'MmeDeR')\",\n",
       " \"('Fantine', 'Gervais')\",\n",
       " \"('Fantine', 'Isabeau')\",\n",
       " \"('Fantine', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Fantine')\",\n",
       " \"('Enjolras', 'Enjolras')\",\n",
       " \"('Enjolras', 'Javert')\",\n",
       " \"('Courfeyrac', 'Enjolras')\",\n",
       " \"('Enjolras', 'MlleGillenormand')\",\n",
       " \"('Enjolras', 'MmeMagloire')\",\n",
       " \"('Enjolras', 'Gillenormand')\",\n",
       " \"('Enjolras', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Enjolras')\",\n",
       " \"('Enjolras', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Enjolras')\",\n",
       " \"('Enjolras', 'Fauchelevent')\",\n",
       " \"('Babet', 'Enjolras')\",\n",
       " \"('Enjolras', 'Joly')\",\n",
       " \"('Enjolras', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Enjolras')\",\n",
       " \"('Blacheville', 'Enjolras')\",\n",
       " \"('Enjolras', 'Tholomyes')\",\n",
       " \"('Enjolras', 'Favourite')\",\n",
       " \"('Dahlia', 'Enjolras')\",\n",
       " \"('Enjolras', 'Listolier')\",\n",
       " \"('Enjolras', 'Zephine')\",\n",
       " \"('Enjolras', 'Judge')\",\n",
       " \"('Champmathieu', 'Enjolras')\",\n",
       " \"('Enjolras', 'Fameuil')\",\n",
       " \"('Enjolras', 'Mabeuf')\",\n",
       " \"('Enjolras', 'Feuilly')\",\n",
       " \"('Enjolras', 'Eponine')\",\n",
       " \"('Claquesous', 'Enjolras')\",\n",
       " \"('Chenildieu', 'Enjolras')\",\n",
       " \"('Enjolras', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Enjolras')\",\n",
       " \"('Brevet', 'Enjolras')\",\n",
       " \"('Bamatabois', 'Enjolras')\",\n",
       " \"('Enjolras', 'Simplice')\",\n",
       " \"('Brujon', 'Enjolras')\",\n",
       " \"('Child2', 'Enjolras')\",\n",
       " \"('Child1', 'Enjolras')\",\n",
       " \"('Enjolras', 'Montparnasse')\",\n",
       " \"('Enjolras', 'Prouvaire')\",\n",
       " \"('Enjolras', 'Grantaire')\",\n",
       " \"('Enjolras', 'Pontmercy')\",\n",
       " \"('Count', 'Enjolras')\",\n",
       " \"('Enjolras', 'MotherInnocent')\",\n",
       " \"('Enjolras', 'MmePontmercy')\",\n",
       " \"('Enjolras', 'Jondrette')\",\n",
       " \"('Enjolras', 'Perpetue')\",\n",
       " \"('Enjolras', 'LtGillenormand')\",\n",
       " \"('Enjolras', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Enjolras')\",\n",
       " \"('Enjolras', 'Gribier')\",\n",
       " \"('Enjolras', 'Woman2')\",\n",
       " \"('Champtercier', 'Enjolras')\",\n",
       " \"('Enjolras', 'Napoleon')\",\n",
       " \"('Enjolras', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Enjolras')\",\n",
       " \"('CountessDeLo', 'Enjolras')\",\n",
       " \"('Enjolras', 'OldMan')\",\n",
       " \"('Enjolras', 'Geborand')\",\n",
       " \"('Enjolras', 'Woman1')\",\n",
       " \"('Enjolras', 'Toussaint')\",\n",
       " \"('Enjolras', 'Marguerite')\",\n",
       " \"('Enjolras', 'Magnon')\",\n",
       " \"('BaronessT', 'Enjolras')\",\n",
       " \"('Enjolras', 'MlleVaubois')\",\n",
       " \"('Enjolras', 'Scaufflaire')\",\n",
       " \"('Enjolras', 'MmeDeR')\",\n",
       " \"('Enjolras', 'Gervais')\",\n",
       " \"('Enjolras', 'Isabeau')\",\n",
       " \"('Enjolras', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Enjolras')\",\n",
       " \"('Javert', 'Javert')\",\n",
       " \"('Courfeyrac', 'Javert')\",\n",
       " \"('Javert', 'MlleGillenormand')\",\n",
       " \"('Javert', 'MmeMagloire')\",\n",
       " \"('Gillenormand', 'Javert')\",\n",
       " \"('Javert', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Javert')\",\n",
       " \"('Javert', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Javert')\",\n",
       " \"('Fauchelevent', 'Javert')\",\n",
       " \"('Babet', 'Javert')\",\n",
       " \"('Javert', 'Joly')\",\n",
       " \"('Gueulemer', 'Javert')\",\n",
       " \"('Bahorel', 'Javert')\",\n",
       " \"('Blacheville', 'Javert')\",\n",
       " \"('Javert', 'Tholomyes')\",\n",
       " \"('Favourite', 'Javert')\",\n",
       " \"('Dahlia', 'Javert')\",\n",
       " \"('Javert', 'Listolier')\",\n",
       " \"('Javert', 'Zephine')\",\n",
       " \"('Javert', 'Judge')\",\n",
       " \"('Champmathieu', 'Javert')\",\n",
       " \"('Fameuil', 'Javert')\",\n",
       " \"('Javert', 'Mabeuf')\",\n",
       " \"('Feuilly', 'Javert')\",\n",
       " \"('Eponine', 'Javert')\",\n",
       " \"('Claquesous', 'Javert')\",\n",
       " \"('Chenildieu', 'Javert')\",\n",
       " \"('Javert', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Javert')\",\n",
       " \"('Brevet', 'Javert')\",\n",
       " \"('Bamatabois', 'Javert')\",\n",
       " \"('Javert', 'Simplice')\",\n",
       " \"('Brujon', 'Javert')\",\n",
       " \"('Child2', 'Javert')\",\n",
       " \"('Child1', 'Javert')\",\n",
       " \"('Javert', 'Montparnasse')\",\n",
       " \"('Javert', 'Prouvaire')\",\n",
       " \"('Grantaire', 'Javert')\",\n",
       " \"('Javert', 'Pontmercy')\",\n",
       " \"('Count', 'Javert')\",\n",
       " \"('Javert', 'MotherInnocent')\",\n",
       " \"('Javert', 'MmePontmercy')\",\n",
       " \"('Javert', 'Jondrette')\",\n",
       " \"('Javert', 'Perpetue')\",\n",
       " \"('Javert', 'LtGillenormand')\",\n",
       " \"('Javert', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Javert')\",\n",
       " \"('Gribier', 'Javert')\",\n",
       " \"('Javert', 'Woman2')\",\n",
       " \"('Champtercier', 'Javert')\",\n",
       " \"('Javert', 'Napoleon')\",\n",
       " \"('Javert', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Javert')\",\n",
       " \"('CountessDeLo', 'Javert')\",\n",
       " \"('Javert', 'OldMan')\",\n",
       " \"('Geborand', 'Javert')\",\n",
       " \"('Javert', 'Woman1')\",\n",
       " \"('Javert', 'Toussaint')\",\n",
       " \"('Javert', 'Marguerite')\",\n",
       " \"('Javert', 'Magnon')\",\n",
       " \"('BaronessT', 'Javert')\",\n",
       " \"('Javert', 'MlleVaubois')\",\n",
       " \"('Javert', 'Scaufflaire')\",\n",
       " \"('Javert', 'MmeDeR')\",\n",
       " \"('Gervais', 'Javert')\",\n",
       " \"('Isabeau', 'Javert')\",\n",
       " \"('Javert', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Javert')\",\n",
       " \"('Courfeyrac', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'MlleGillenormand')\",\n",
       " \"('Courfeyrac', 'MmeMagloire')\",\n",
       " \"('Courfeyrac', 'Gillenormand')\",\n",
       " \"('Courfeyrac', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Fauchelevent')\",\n",
       " \"('Babet', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Joly')\",\n",
       " \"('Courfeyrac', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Courfeyrac')\",\n",
       " \"('Blacheville', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Tholomyes')\",\n",
       " \"('Courfeyrac', 'Favourite')\",\n",
       " \"('Courfeyrac', 'Dahlia')\",\n",
       " \"('Courfeyrac', 'Listolier')\",\n",
       " \"('Courfeyrac', 'Zephine')\",\n",
       " \"('Courfeyrac', 'Judge')\",\n",
       " \"('Champmathieu', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Fameuil')\",\n",
       " \"('Courfeyrac', 'Mabeuf')\",\n",
       " \"('Courfeyrac', 'Feuilly')\",\n",
       " \"('Courfeyrac', 'Eponine')\",\n",
       " \"('Claquesous', 'Courfeyrac')\",\n",
       " \"('Chenildieu', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Courfeyrac')\",\n",
       " \"('Brevet', 'Courfeyrac')\",\n",
       " \"('Bamatabois', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Simplice')\",\n",
       " \"('Brujon', 'Courfeyrac')\",\n",
       " \"('Child2', 'Courfeyrac')\",\n",
       " \"('Child1', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Montparnasse')\",\n",
       " \"('Courfeyrac', 'Prouvaire')\",\n",
       " \"('Courfeyrac', 'Grantaire')\",\n",
       " \"('Courfeyrac', 'Pontmercy')\",\n",
       " \"('Count', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'MotherInnocent')\",\n",
       " \"('Courfeyrac', 'MmePontmercy')\",\n",
       " \"('Courfeyrac', 'Jondrette')\",\n",
       " \"('Courfeyrac', 'Perpetue')\",\n",
       " \"('Courfeyrac', 'LtGillenormand')\",\n",
       " \"('Courfeyrac', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Gribier')\",\n",
       " \"('Courfeyrac', 'Woman2')\",\n",
       " \"('Champtercier', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'Napoleon')\",\n",
       " \"('Courfeyrac', 'MotherPlutarch')\",\n",
       " \"('Courfeyrac', 'Cravatte')\",\n",
       " \"('CountessDeLo', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'OldMan')\",\n",
       " \"('Courfeyrac', 'Geborand')\",\n",
       " \"('Courfeyrac', 'Woman1')\",\n",
       " \"('Courfeyrac', 'Toussaint')\",\n",
       " \"('Courfeyrac', 'Marguerite')\",\n",
       " \"('Courfeyrac', 'Magnon')\",\n",
       " \"('BaronessT', 'Courfeyrac')\",\n",
       " \"('Courfeyrac', 'MlleVaubois')\",\n",
       " \"('Courfeyrac', 'Scaufflaire')\",\n",
       " \"('Courfeyrac', 'MmeDeR')\",\n",
       " \"('Courfeyrac', 'Gervais')\",\n",
       " \"('Courfeyrac', 'Isabeau')\",\n",
       " \"('Courfeyrac', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Courfeyrac')\",\n",
       " \"('MlleGillenormand', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MmeMagloire')\",\n",
       " \"('Gillenormand', 'MlleGillenormand')\",\n",
       " \"('MlleBaptistine', 'MlleGillenormand')\",\n",
       " \"('Bossuet', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'MlleGillenormand')\",\n",
       " \"('Fauchelevent', 'MlleGillenormand')\",\n",
       " \"('Babet', 'MlleGillenormand')\",\n",
       " \"('Joly', 'MlleGillenormand')\",\n",
       " \"('Gueulemer', 'MlleGillenormand')\",\n",
       " \"('Bahorel', 'MlleGillenormand')\",\n",
       " \"('Blacheville', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Tholomyes')\",\n",
       " \"('Favourite', 'MlleGillenormand')\",\n",
       " \"('Dahlia', 'MlleGillenormand')\",\n",
       " \"('Listolier', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Zephine')\",\n",
       " \"('Judge', 'MlleGillenormand')\",\n",
       " \"('Champmathieu', 'MlleGillenormand')\",\n",
       " \"('Fameuil', 'MlleGillenormand')\",\n",
       " \"('Mabeuf', 'MlleGillenormand')\",\n",
       " \"('Feuilly', 'MlleGillenormand')\",\n",
       " \"('Eponine', 'MlleGillenormand')\",\n",
       " \"('Claquesous', 'MlleGillenormand')\",\n",
       " \"('Chenildieu', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'MlleGillenormand')\",\n",
       " \"('Brevet', 'MlleGillenormand')\",\n",
       " \"('Bamatabois', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Simplice')\",\n",
       " \"('Brujon', 'MlleGillenormand')\",\n",
       " \"('Child2', 'MlleGillenormand')\",\n",
       " \"('Child1', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Montparnasse')\",\n",
       " \"('MlleGillenormand', 'Prouvaire')\",\n",
       " \"('Grantaire', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Pontmercy')\",\n",
       " \"('Count', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MotherInnocent')\",\n",
       " \"('MlleGillenormand', 'MmePontmercy')\",\n",
       " \"('Jondrette', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Perpetue')\",\n",
       " \"('LtGillenormand', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'MlleGillenormand')\",\n",
       " \"('Gribier', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Woman2')\",\n",
       " \"('Champtercier', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Napoleon')\",\n",
       " \"('MlleGillenormand', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'MlleGillenormand')\",\n",
       " \"('CountessDeLo', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'OldMan')\",\n",
       " \"('Geborand', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'Woman1')\",\n",
       " \"('MlleGillenormand', 'Toussaint')\",\n",
       " \"('Marguerite', 'MlleGillenormand')\",\n",
       " \"('Magnon', 'MlleGillenormand')\",\n",
       " \"('BaronessT', 'MlleGillenormand')\",\n",
       " \"('MlleGillenormand', 'MlleVaubois')\",\n",
       " \"('MlleGillenormand', 'Scaufflaire')\",\n",
       " \"('MlleGillenormand', 'MmeDeR')\",\n",
       " \"('Gervais', 'MlleGillenormand')\",\n",
       " \"('Isabeau', 'MlleGillenormand')\",\n",
       " \"('Labarre', 'MlleGillenormand')\",\n",
       " \"('Boulatruelle', 'MlleGillenormand')\",\n",
       " \"('MmeMagloire', 'MmeMagloire')\",\n",
       " \"('Gillenormand', 'MmeMagloire')\",\n",
       " \"('MlleBaptistine', 'MmeMagloire')\",\n",
       " \"('Bossuet', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'MmeMagloire')\",\n",
       " \"('Fauchelevent', 'MmeMagloire')\",\n",
       " \"('Babet', 'MmeMagloire')\",\n",
       " \"('Joly', 'MmeMagloire')\",\n",
       " \"('Gueulemer', 'MmeMagloire')\",\n",
       " \"('Bahorel', 'MmeMagloire')\",\n",
       " \"('Blacheville', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Tholomyes')\",\n",
       " \"('Favourite', 'MmeMagloire')\",\n",
       " \"('Dahlia', 'MmeMagloire')\",\n",
       " \"('Listolier', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Zephine')\",\n",
       " \"('Judge', 'MmeMagloire')\",\n",
       " \"('Champmathieu', 'MmeMagloire')\",\n",
       " \"('Fameuil', 'MmeMagloire')\",\n",
       " \"('Mabeuf', 'MmeMagloire')\",\n",
       " \"('Feuilly', 'MmeMagloire')\",\n",
       " \"('Eponine', 'MmeMagloire')\",\n",
       " \"('Claquesous', 'MmeMagloire')\",\n",
       " \"('Chenildieu', 'MmeMagloire')\",\n",
       " \"('MmeBurgon', 'MmeMagloire')\",\n",
       " \"('Cochepaille', 'MmeMagloire')\",\n",
       " \"('Brevet', 'MmeMagloire')\",\n",
       " \"('Bamatabois', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Simplice')\",\n",
       " \"('Brujon', 'MmeMagloire')\",\n",
       " \"('Child2', 'MmeMagloire')\",\n",
       " \"('Child1', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Montparnasse')\",\n",
       " \"('MmeMagloire', 'Prouvaire')\",\n",
       " \"('Grantaire', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Pontmercy')\",\n",
       " \"('Count', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'MotherInnocent')\",\n",
       " \"('MmeMagloire', 'MmePontmercy')\",\n",
       " \"('Jondrette', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Perpetue')\",\n",
       " \"('LtGillenormand', 'MmeMagloire')\",\n",
       " \"('MmeHucheloup', 'MmeMagloire')\",\n",
       " \"('Anzelma', 'MmeMagloire')\",\n",
       " \"('Gribier', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Woman2')\",\n",
       " \"('Champtercier', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Napoleon')\",\n",
       " \"('MmeMagloire', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'MmeMagloire')\",\n",
       " \"('CountessDeLo', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'OldMan')\",\n",
       " \"('Geborand', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Woman1')\",\n",
       " \"('MmeMagloire', 'Toussaint')\",\n",
       " \"('Marguerite', 'MmeMagloire')\",\n",
       " \"('Magnon', 'MmeMagloire')\",\n",
       " \"('BaronessT', 'MmeMagloire')\",\n",
       " \"('MlleVaubois', 'MmeMagloire')\",\n",
       " \"('MmeMagloire', 'Scaufflaire')\",\n",
       " \"('MmeDeR', 'MmeMagloire')\",\n",
       " \"('Gervais', 'MmeMagloire')\",\n",
       " \"('Isabeau', 'MmeMagloire')\",\n",
       " \"('Labarre', 'MmeMagloire')\",\n",
       " \"('Boulatruelle', 'MmeMagloire')\",\n",
       " \"('Gillenormand', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'Gillenormand')\",\n",
       " \"('Fauchelevent', 'Gillenormand')\",\n",
       " \"('Babet', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Joly')\",\n",
       " \"('Gillenormand', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Gillenormand')\",\n",
       " \"('Blacheville', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Tholomyes')\",\n",
       " \"('Favourite', 'Gillenormand')\",\n",
       " \"('Dahlia', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Listolier')\",\n",
       " \"('Gillenormand', 'Zephine')\",\n",
       " \"('Gillenormand', 'Judge')\",\n",
       " \"('Champmathieu', 'Gillenormand')\",\n",
       " \"('Fameuil', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Mabeuf')\",\n",
       " \"('Feuilly', 'Gillenormand')\",\n",
       " \"('Eponine', 'Gillenormand')\",\n",
       " \"('Claquesous', 'Gillenormand')\",\n",
       " \"('Chenildieu', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'Gillenormand')\",\n",
       " \"('Brevet', 'Gillenormand')\",\n",
       " \"('Bamatabois', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Simplice')\",\n",
       " \"('Brujon', 'Gillenormand')\",\n",
       " \"('Child2', 'Gillenormand')\",\n",
       " \"('Child1', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Montparnasse')\",\n",
       " \"('Gillenormand', 'Prouvaire')\",\n",
       " \"('Gillenormand', 'Grantaire')\",\n",
       " \"('Gillenormand', 'Pontmercy')\",\n",
       " \"('Count', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'MotherInnocent')\",\n",
       " \"('Gillenormand', 'MmePontmercy')\",\n",
       " \"('Gillenormand', 'Jondrette')\",\n",
       " \"('Gillenormand', 'Perpetue')\",\n",
       " \"('Gillenormand', 'LtGillenormand')\",\n",
       " \"('Gillenormand', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Gribier')\",\n",
       " \"('Gillenormand', 'Woman2')\",\n",
       " \"('Champtercier', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Napoleon')\",\n",
       " \"('Gillenormand', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'Gillenormand')\",\n",
       " \"('CountessDeLo', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'OldMan')\",\n",
       " \"('Geborand', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Woman1')\",\n",
       " \"('Gillenormand', 'Toussaint')\",\n",
       " \"('Gillenormand', 'Marguerite')\",\n",
       " \"('Gillenormand', 'Magnon')\",\n",
       " \"('BaronessT', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'MlleVaubois')\",\n",
       " \"('Gillenormand', 'Scaufflaire')\",\n",
       " \"('Gillenormand', 'MmeDeR')\",\n",
       " \"('Gervais', 'Gillenormand')\",\n",
       " \"('Gillenormand', 'Isabeau')\",\n",
       " \"('Gillenormand', 'Labarre')\",\n",
       " \"('Boulatruelle', 'Gillenormand')\",\n",
       " \"('MlleBaptistine', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'MmeThenardier')\",\n",
       " \"('Combeferre', 'MlleBaptistine')\",\n",
       " \"('Fauchelevent', 'MlleBaptistine')\",\n",
       " \"('Babet', 'MlleBaptistine')\",\n",
       " \"('Joly', 'MlleBaptistine')\",\n",
       " \"('Gueulemer', 'MlleBaptistine')\",\n",
       " \"('Bahorel', 'MlleBaptistine')\",\n",
       " \"('Blacheville', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Tholomyes')\",\n",
       " \"('Favourite', 'MlleBaptistine')\",\n",
       " \"('Dahlia', 'MlleBaptistine')\",\n",
       " \"('Listolier', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Zephine')\",\n",
       " \"('Judge', 'MlleBaptistine')\",\n",
       " \"('Champmathieu', 'MlleBaptistine')\",\n",
       " \"('Fameuil', 'MlleBaptistine')\",\n",
       " \"('Mabeuf', 'MlleBaptistine')\",\n",
       " \"('Feuilly', 'MlleBaptistine')\",\n",
       " \"('Eponine', 'MlleBaptistine')\",\n",
       " \"('Claquesous', 'MlleBaptistine')\",\n",
       " \"('Chenildieu', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'MmeBurgon')\",\n",
       " \"('Cochepaille', 'MlleBaptistine')\",\n",
       " \"('Brevet', 'MlleBaptistine')\",\n",
       " \"('Bamatabois', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Simplice')\",\n",
       " \"('Brujon', 'MlleBaptistine')\",\n",
       " \"('Child2', 'MlleBaptistine')\",\n",
       " \"('Child1', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Montparnasse')\",\n",
       " \"('MlleBaptistine', 'Prouvaire')\",\n",
       " \"('Grantaire', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Pontmercy')\",\n",
       " \"('Count', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'MotherInnocent')\",\n",
       " \"('MlleBaptistine', 'MmePontmercy')\",\n",
       " \"('Jondrette', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Perpetue')\",\n",
       " \"('LtGillenormand', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'MmeHucheloup')\",\n",
       " \"('Anzelma', 'MlleBaptistine')\",\n",
       " \"('Gribier', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Woman2')\",\n",
       " \"('Champtercier', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Napoleon')\",\n",
       " \"('MlleBaptistine', 'MotherPlutarch')\",\n",
       " \"('Cravatte', 'MlleBaptistine')\",\n",
       " \"('CountessDeLo', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'OldMan')\",\n",
       " \"('Geborand', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'Woman1')\",\n",
       " \"('MlleBaptistine', 'Toussaint')\",\n",
       " \"('Marguerite', 'MlleBaptistine')\",\n",
       " \"('Magnon', 'MlleBaptistine')\",\n",
       " \"('BaronessT', 'MlleBaptistine')\",\n",
       " \"('MlleBaptistine', 'MlleVaubois')\",\n",
       " \"('MlleBaptistine', 'Scaufflaire')\",\n",
       " \"('MlleBaptistine', 'MmeDeR')\",\n",
       " \"('Gervais', 'MlleBaptistine')\",\n",
       " \"('Isabeau', 'MlleBaptistine')\",\n",
       " \"('Labarre', 'MlleBaptistine')\",\n",
       " \"('Boulatruelle', 'MlleBaptistine')\",\n",
       " \"('Bossuet', 'Bossuet')\",\n",
       " \"('Bossuet', 'MmeThenardier')\",\n",
       " \"('Bossuet', 'Combeferre')\",\n",
       " \"('Bossuet', 'Fauchelevent')\",\n",
       " \"('Babet', 'Bossuet')\",\n",
       " \"('Bossuet', 'Joly')\",\n",
       " \"('Bossuet', 'Gueulemer')\",\n",
       " \"('Bahorel', 'Bossuet')\",\n",
       " \"('Blacheville', 'Bossuet')\",\n",
       " \"('Bossuet', 'Tholomyes')\",\n",
       " \"('Bossuet', 'Favourite')\",\n",
       " \"('Bossuet', 'Dahlia')\",\n",
       " \"('Bossuet', 'Listolier')\",\n",
       " ...]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edges_kv.index_to_key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(\"('MmeHucheloup', 'Valjean')\", 0.9768913388252258),\n",
       " (\"('Feuilly', 'Valjean')\", 0.9704828262329102),\n",
       " (\"('Prouvaire', 'Valjean')\", 0.9666799306869507),\n",
       " (\"('Grantaire', 'Valjean')\", 0.9645035266876221),\n",
       " (\"('Courfeyrac', 'Valjean')\", 0.9585145115852356),\n",
       " (\"('Bahorel', 'Valjean')\", 0.9464036822319031),\n",
       " (\"('Joly', 'Valjean')\", 0.9450958371162415),\n",
       " (\"('Combeferre', 'Valjean')\", 0.9332147240638733),\n",
       " (\"('Enjolras', 'Valjean')\", 0.9205418825149536),\n",
       " (\"('Javert', 'Joly')\", 0.822421669960022)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看 关系与 某两个节点 最相似的 节点对\n",
    "edges_kv.most_similar(str(('Bossuet', 'Valjean')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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